Sales Prediction by Using Dataset 1¶

In [1]:
# Importing libraries
import pandas as pd
import plotly.express as px
import seaborn as sns
import matplotlib.pyplot as plt
import optuna
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error
import numpy as np
import warnings
warnings.filterwarnings('ignore')
In [2]:
# Loading the dataset from a CSV file named "sales.csv" into a pandas DataFrame
df = pd.read_csv("Dataset_1.csv")
In [3]:
# Using df.head() to display the first 5 rows of the DataFrame

df.head()
Out[3]:
Invoice ID Branch City Customer type Gender Product line Unit price Quantity Tax 5% Total Date Time Payment cogs gross margin percentage gross income Rating Review
0 750-67-8428 A Yangon Member Female Health and beauty 74.69 7 26.1415 548.9715 1/5/2019 13:08 Ewallet 522.83 4.761905 26.1415 9.1 Excellent
1 226-31-3081 C Naypyitaw Normal Female Electronic accessories 15.28 5 3.8200 80.2200 3/8/2019 10:29 Cash 76.40 4.761905 3.8200 9.6 Excellent
2 631-41-3108 A Yangon Normal Male Home and lifestyle 46.33 7 16.2155 340.5255 3/3/2019 13:23 Credit card 324.31 4.761905 16.2155 7.4 Good
3 123-19-1176 A Yangon Member Male Health and beauty 58.22 8 23.2880 489.0480 1/27/2019 20:33 Ewallet 465.76 4.761905 23.2880 8.4 Good
4 373-73-7910 A Yangon Normal Male Sports and travel 86.31 7 30.2085 634.3785 2/8/2019 10:37 Ewallet 604.17 4.761905 30.2085 5.3 Average

Converting Reviews to Sentimental Analysis¶

In [4]:
from textblob import TextBlob

# Assuming your DataFrame is named df, and the "Review" column contains the reviews
reviews = df['Review']

# Create a new column 'Sentiment' to store the sentiment polarity
df['Sentiment'] = reviews.apply(lambda x: TextBlob(str(x)).sentiment.polarity)

# Display the updated DataFrame with the sentiment column
print(df[['Review', 'Sentiment']])
        Review  Sentiment
0    Excellent       1.00
1    Excellent       1.00
2         Good       0.70
3         Good       0.70
4      Average      -0.15
..         ...        ...
995    Average      -0.15
996       Poor      -0.40
997       Good       0.70
998       Poor      -0.40
999    Average      -0.15

[1000 rows x 2 columns]
In [5]:
df
Out[5]:
Invoice ID Branch City Customer type Gender Product line Unit price Quantity Tax 5% Total Date Time Payment cogs gross margin percentage gross income Rating Review Sentiment
0 750-67-8428 A Yangon Member Female Health and beauty 74.69 7 26.1415 548.9715 1/5/2019 13:08 Ewallet 522.83 4.761905 26.1415 9.1 Excellent 1.00
1 226-31-3081 C Naypyitaw Normal Female Electronic accessories 15.28 5 3.8200 80.2200 3/8/2019 10:29 Cash 76.40 4.761905 3.8200 9.6 Excellent 1.00
2 631-41-3108 A Yangon Normal Male Home and lifestyle 46.33 7 16.2155 340.5255 3/3/2019 13:23 Credit card 324.31 4.761905 16.2155 7.4 Good 0.70
3 123-19-1176 A Yangon Member Male Health and beauty 58.22 8 23.2880 489.0480 1/27/2019 20:33 Ewallet 465.76 4.761905 23.2880 8.4 Good 0.70
4 373-73-7910 A Yangon Normal Male Sports and travel 86.31 7 30.2085 634.3785 2/8/2019 10:37 Ewallet 604.17 4.761905 30.2085 5.3 Average -0.15
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
995 233-67-5758 C Naypyitaw Normal Male Health and beauty 40.35 1 2.0175 42.3675 1/29/2019 13:46 Ewallet 40.35 4.761905 2.0175 6.2 Average -0.15
996 303-96-2227 B Mandalay Normal Female Home and lifestyle 97.38 10 48.6900 1022.4900 3/2/2019 17:16 Ewallet 973.80 4.761905 48.6900 4.4 Poor -0.40
997 727-02-1313 A Yangon Member Male Food and beverages 31.84 1 1.5920 33.4320 2/9/2019 13:22 Cash 31.84 4.761905 1.5920 7.7 Good 0.70
998 347-56-2442 A Yangon Normal Male Home and lifestyle 65.82 1 3.2910 69.1110 2/22/2019 15:33 Cash 65.82 4.761905 3.2910 4.1 Poor -0.40
999 849-09-3807 A Yangon Member Female Fashion accessories 88.34 7 30.9190 649.2990 2/18/2019 13:28 Cash 618.38 4.761905 30.9190 6.6 Average -0.15

1000 rows × 19 columns

In [6]:
# Printing information about the dataset
print("Dataset Information:")

# Using df.info() to display basic information about the DataFrame
# This includes the data types, non-null counts, and memory usage
# It's useful for understanding the dataset's structure and identifying missing values

print(df.info())
Dataset Information:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 19 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   Invoice ID               1000 non-null   object 
 1   Branch                   1000 non-null   object 
 2   City                     1000 non-null   object 
 3   Customer type            1000 non-null   object 
 4   Gender                   1000 non-null   object 
 5   Product line             1000 non-null   object 
 6   Unit price               1000 non-null   float64
 7   Quantity                 1000 non-null   int64  
 8   Tax 5%                   1000 non-null   float64
 9   Total                    1000 non-null   float64
 10  Date                     1000 non-null   object 
 11  Time                     1000 non-null   object 
 12  Payment                  1000 non-null   object 
 13  cogs                     1000 non-null   float64
 14  gross margin percentage  1000 non-null   float64
 15  gross income             1000 non-null   float64
 16  Rating                   1000 non-null   float64
 17  Review                   1000 non-null   object 
 18  Sentiment                1000 non-null   float64
dtypes: float64(8), int64(1), object(10)
memory usage: 148.6+ KB
None
In [7]:
# Generating summary statistics for numerical columns in the DataFrame using describe()
# Extracting the column names from the resulting DataFrame to provide an overview of available numerical features
df.describe().columns
Out[7]:
Index(['Unit price', 'Quantity', 'Tax 5%', 'Total', 'cogs',
       'gross margin percentage', 'gross income', 'Rating', 'Sentiment'],
      dtype='object')
In [8]:
# Displaying missing values count for each column
print("\nMissing Values:")
print(df.isnull().sum())

# Creating a heatmap using Plotly
fig = px.imshow(df.isnull(), 
                labels=dict(color="Missing Values"),
                color_continuous_scale='viridis',
                title='Missing Values Heatmap')

# Updating layout for better display
fig.update_layout(width=800, height=500, coloraxis_showscale=False)

# Showing the interactive plot
fig.show()
Missing Values:
Invoice ID                 0
Branch                     0
City                       0
Customer type              0
Gender                     0
Product line               0
Unit price                 0
Quantity                   0
Tax 5%                     0
Total                      0
Date                       0
Time                       0
Payment                    0
cogs                       0
gross margin percentage    0
gross income               0
Rating                     0
Review                     0
Sentiment                  0
dtype: int64
In [9]:
# Displaying unique values count for each categorical column
print("\nUnique Values in Categorical Columns:")
for col in df.select_dtypes(include='object').columns:
    print(f"{col}: {df[col].nunique()} unique values")
Unique Values in Categorical Columns:
Invoice ID: 1000 unique values
Branch: 3 unique values
City: 3 unique values
Customer type: 2 unique values
Gender: 2 unique values
Product line: 6 unique values
Date: 89 unique values
Time: 506 unique values
Payment: 3 unique values
Review: 4 unique values
In [10]:
# Count the occurrences of each unique value in the 'City' column and display the result
city_counts = df['City'].value_counts()
In [11]:
# Visualizing City-wise Sales Distribution
city_counts = df['City'].value_counts()
fig_city = px.bar(x=city_counts.index, y=city_counts.values, text=city_counts.values,
                  labels={'x': 'City', 'y': 'Count'},
                  title='City-wise Sales Distribution')
fig_city.update_traces(texttemplate='%{text}', textposition='outside')
fig_city.show()
In [12]:
# Count the occurrences of each unique value in the 'Customer type' column and display the result
df['Customer type'].value_counts()
Out[12]:
Member    501
Normal    499
Name: Customer type, dtype: int64
In [13]:
# Visualizing Customer Type Distribution
customer_type_counts = df['Customer type'].value_counts()
fig_customer_type = px.pie(customer_type_counts, names=customer_type_counts.index,
                           title='Customer Type Distribution')
fig_customer_type.show()
In [14]:
# Count the occurrences of each unique value in the 'Product line' column and display the result
df['Product line'].value_counts()
Out[14]:
Fashion accessories       178
Food and beverages        174
Electronic accessories    170
Sports and travel         166
Home and lifestyle        160
Health and beauty         152
Name: Product line, dtype: int64
In [15]:
# Visualizing Product Line-wise Sales Distribution
product_line_counts = df['Product line'].value_counts()
fig_product_line = px.bar(x=product_line_counts.index, y=product_line_counts.values, text=product_line_counts.values,
                          labels={'x': 'Product Line', 'y': 'Count'},
                          title='Product Line-wise Sales Distribution')
fig_product_line.update_traces(texttemplate='%{text}', textposition='outside')
fig_product_line.show()
In [16]:
# Count the occurrences of each unique value in the 'Gender' column and display the result
df['Gender'].value_counts()
Out[16]:
Female    501
Male      499
Name: Gender, dtype: int64
In [17]:
# Visualizing Gender Distribution
gender_counts = df['Gender'].value_counts()
fig_gender = px.pie(gender_counts, names=gender_counts.index, title='Gender Distribution')
fig_gender.show()
In [18]:
# Count the occurrences of each unique value in the 'Branch' column and display the result
df['Branch'].value_counts()
Out[18]:
A    340
B    332
C    328
Name: Branch, dtype: int64
In [19]:
# Visualizing Branch-wise Sales Distribution
branch_counts = df['Branch'].value_counts()
fig_branch = px.bar(x=branch_counts.index, y=branch_counts.values, text=branch_counts.values,
                    labels={'x': 'Branch', 'y': 'Count'},
                    title='Branch-wise Sales Distribution')
fig_branch.update_traces(texttemplate='%{text}', textposition='outside')
fig_branch.show()

Data Preprocessing and Handling Categorical Features¶

In [20]:
# Drop irrelevant columns
df = df.drop(["Invoice ID", "Date", "Time","Review"], axis=1)

# Impute numerical features with mean and categorical features with mode
df.fillna(df.mean(numeric_only=True), inplace=True)
df.fillna(df.mode().iloc[0], inplace=True)
In [21]:
# Convert categorical variables to numerical using label encoding
from sklearn.preprocessing import LabelEncoder

label_encoder = LabelEncoder()
df['City'] = label_encoder.fit_transform(df['City'])
df['Customer type'] = label_encoder.fit_transform(df['Customer type'])
df['Gender'] = label_encoder.fit_transform(df['Gender'])
df['Branch'] = label_encoder.fit_transform(df['Branch'])
df['Product line'] = label_encoder.fit_transform(df['Product line'])
df['Payment'] = label_encoder.fit_transform(df['Payment'])
In [22]:
# Display the preprocessed data
print("Preprocessed Data Preview:")
df.head()
Preprocessed Data Preview:
Out[22]:
Branch City Customer type Gender Product line Unit price Quantity Tax 5% Total Payment cogs gross margin percentage gross income Rating Sentiment
0 0 2 0 0 3 74.69 7 26.1415 548.9715 2 522.83 4.761905 26.1415 9.1 1.00
1 2 1 1 0 0 15.28 5 3.8200 80.2200 0 76.40 4.761905 3.8200 9.6 1.00
2 0 2 1 1 4 46.33 7 16.2155 340.5255 1 324.31 4.761905 16.2155 7.4 0.70
3 0 2 0 1 3 58.22 8 23.2880 489.0480 2 465.76 4.761905 23.2880 8.4 0.70
4 0 2 1 1 5 86.31 7 30.2085 634.3785 2 604.17 4.761905 30.2085 5.3 -0.15
In [23]:
# Scatter plot between "Unit price" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Unit price", y="Total", title="Scatter Plot: Unit Price vs. Total Sales",
                          labels={"Unit price": "Unit Price", "Total": "Total Sales"})
scatter_plot.show()
In [24]:
# Scatter plot between "Quantity" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Quantity", y="Total", title="Scatter Plot: Quantity vs. Total Sales",
                          labels={"Quantity": "Quantity", "Total": "Total Sales"})
scatter_plot.show()

Outliers¶

In [25]:
# Specify the numerical columns for outlier detection
numerical_columns = df.select_dtypes(include=['float64']).columns

# Function to detect and handle outliers using IQR
def handle_outliers(dataframe, columns):
    for column in columns:
        # Calculate the IQR (Interquartile Range)
        Q1 = dataframe[column].quantile(0.25)
        Q3 = dataframe[column].quantile(0.75)
        IQR = Q3 - Q1

        # Define the upper and lower bounds
        lower_bound = Q1 - 1.5 * IQR
        upper_bound = Q3 + 1.5 * IQR

        # Identify and handle outliers by capping them at the bounds
        dataframe[column] = dataframe[column].apply(lambda x: lower_bound if x < lower_bound else (upper_bound if x > upper_bound else x))

# Apply outlier detection and handling
handle_outliers(df, numerical_columns)
In [26]:
# Visualizing the distribution of numerical variables using a pair plot
# The seaborn library's pairplot is used to create scatterplots for numerical variables
sns.pairplot(df[['Unit price', 'Quantity', 'Tax 5%', 'Rating', 'Total']])
plt.show()
In [27]:
df.corr()
Out[27]:
Branch City Customer type Gender Product line Unit price Quantity Tax 5% Total Payment cogs gross margin percentage gross income Rating Sentiment
Branch 1.000000 -0.507401 -0.019608 -0.056318 -0.053938 0.028202 0.015964 0.040518 0.040518 -0.050104 0.040518 NaN 0.040518 0.010238 0.000807
City -0.507401 1.000000 0.004899 0.012219 0.008811 -0.013763 -0.002121 -0.012773 -0.012773 0.019094 -0.012773 NaN -0.012773 0.049585 0.063307
Customer type -0.019608 0.004899 1.000000 0.039996 -0.036800 -0.020238 -0.016763 -0.019903 -0.019903 0.018073 -0.019903 NaN -0.019903 0.018889 0.011484
Gender -0.056318 0.012219 0.039996 1.000000 0.005193 0.015445 -0.074258 -0.049195 -0.049195 0.044578 -0.049195 NaN -0.049195 0.004800 -0.014793
Product line -0.053938 0.008811 -0.036800 0.005193 1.000000 0.019321 0.020256 0.031760 0.031760 0.029896 0.031760 NaN 0.031760 -0.020529 -0.014339
Unit price 0.028202 -0.013763 -0.020238 0.015445 0.019321 1.000000 0.010778 0.634170 0.634170 -0.015941 0.634170 NaN 0.634170 -0.008778 -0.008579
Quantity 0.015964 -0.002121 -0.016763 -0.074258 0.020256 0.010778 1.000000 0.706024 0.706024 -0.003921 0.706024 NaN 0.706024 -0.015815 -0.000016
Tax 5% 0.040518 -0.012773 -0.019903 -0.049195 0.031760 0.634170 0.706024 1.000000 1.000000 -0.012882 1.000000 NaN 1.000000 -0.036213 -0.023561
Total 0.040518 -0.012773 -0.019903 -0.049195 0.031760 0.634170 0.706024 1.000000 1.000000 -0.012882 1.000000 NaN 1.000000 -0.036213 -0.023561
Payment -0.050104 0.019094 0.018073 0.044578 0.029896 -0.015941 -0.003921 -0.012882 -0.012882 1.000000 -0.012882 NaN -0.012882 -0.005381 -0.006804
cogs 0.040518 -0.012773 -0.019903 -0.049195 0.031760 0.634170 0.706024 1.000000 1.000000 -0.012882 1.000000 NaN 1.000000 -0.036213 -0.023561
gross margin percentage NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
gross income 0.040518 -0.012773 -0.019903 -0.049195 0.031760 0.634170 0.706024 1.000000 1.000000 -0.012882 1.000000 NaN 1.000000 -0.036213 -0.023561
Rating 0.010238 0.049585 0.018889 0.004800 -0.020529 -0.008778 -0.015815 -0.036213 -0.036213 -0.005381 -0.036213 NaN -0.036213 1.000000 0.935378
Sentiment 0.000807 0.063307 0.011484 -0.014793 -0.014339 -0.008579 -0.000016 -0.023561 -0.023561 -0.006804 -0.023561 NaN -0.023561 0.935378 1.000000
In [28]:
# Visualizing the correlation matrix using a heatmap
# The seaborn library's heatmap is used with correlation values annotated
correlation_matrix = df.corr()

# Set the size of the plot
plt.figure(figsize=(15, 12))  # Adjust the values as needed

# Create the heatmap with annotated correlation values
sns.heatmap(correlation_matrix, annot=True, cmap="coolwarm")

# Display the plot
plt.show()
In [29]:
# Visualizing sales distribution by product line using a boxplot
plt.figure(figsize=(12, 6))
sns.boxplot(x="Product line", y="Total", data=df)
plt.title("Sales Distribution by Product Line")
plt.show()
In [30]:
# Distribution of Numerical Features
fig_dist_numerical = px.histogram(df, x="Unit price", title="Distribution of Unit Price")
fig_dist_numerical.update_layout(bargap=0.1)
fig_dist_numerical.update_xaxes(title_text="Unit Price")
fig_dist_numerical.update_yaxes(title_text="Count")
fig_dist_numerical.show()
In [31]:
# Correlation Analysis - Scatter Matrix
fig_scatter_matrix = px.scatter_matrix(df, dimensions=["Unit price", "Quantity", "Tax 5%", "Rating", "Total"],
                                      title="Scatter Matrix of Numerical Features")

# Manually set diagonal_visible to False for each subplot
for i in range(len(fig_scatter_matrix.data)):
    fig_scatter_matrix.update_traces(diagonal_visible=False, selector=dict(type='scatter', row=i, col=i))

fig_scatter_matrix.show()

Model Building Lasso and Ridge Regression¶

In [32]:
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time


# Define features (X) and target variable (y)
# Hybrid the models with Sentimental analysis column
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Modeling - Lasso Regression
lasso_model = Lasso()
lasso_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
lasso_grid = GridSearchCV(lasso_model, lasso_params, cv=5)

# Training time for Lasso Regression
start_time = time.time()
lasso_grid.fit(X_train, y_train)
lasso_best = lasso_grid.best_estimator_
lasso_training_time = time.time() - start_time

# Testing time for Lasso Regression
start_time = time.time()
lasso_pred = lasso_best.predict(X_test)
lasso_testing_time = time.time() - start_time

# Modeling - Ridge Regression
ridge_model = Ridge()
ridge_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
ridge_grid = GridSearchCV(ridge_model, ridge_params, cv=5)

# Training time for Ridge Regression
start_time = time.time()
ridge_grid.fit(X_train, y_train)
ridge_best = ridge_grid.best_estimator_
ridge_training_time = time.time() - start_time

# Testing time for Ridge Regression
start_time = time.time()
ridge_pred = ridge_best.predict(X_test)
ridge_testing_time = time.time() - start_time

# Evaluate models
lasso_rmse = np.sqrt(mean_squared_error(y_test, lasso_pred))
ridge_rmse = np.sqrt(mean_squared_error(y_test, ridge_pred))

lasso_mae = mean_absolute_error(y_test, lasso_pred)
ridge_mae = mean_absolute_error(y_test, ridge_pred)

print(f"Lasso Regression RMSE: {lasso_rmse}")
print(f"Lasso Regression MAE: {lasso_mae}")
print(f"Lasso Regression Training Time: {lasso_training_time} seconds")
print(f"Lasso Regression Testing Time: {lasso_testing_time} seconds")
print(f"Ridge Regression RMSE: {ridge_rmse}")
print(f"Ridge Regression MAE: {ridge_mae}")
print(f"Ridge Regression Training Time: {ridge_training_time} seconds")
print(f"Ridge Regression Testing Time: {ridge_testing_time} seconds")
Lasso Regression RMSE: 0.004577426420253069
Lasso Regression MAE: 0.0037533337868420258
Lasso Regression Training Time: 0.1044931411743164 seconds
Lasso Regression Testing Time: 0.0012819766998291016 seconds
Ridge Regression RMSE: 1.6602081280385867e-08
Ridge Regression MAE: 1.2304493317571997e-08
Ridge Regression Training Time: 0.11434030532836914 seconds
Ridge Regression Testing Time: 0.0003972053527832031 seconds
In [33]:
# Plotting Lasso Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, lasso_pred, color='blue', label='Lasso Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Lasso Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()

# Plotting Ridge Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, ridge_pred, color='green', label='Ridge Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Ridge Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()

Neural Network¶

In [34]:
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time

# Define features (X) and target variable (y)
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Standardize the data
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)

# Build a Sequential model
model = Sequential()
model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(32, activation='relu'))
model.add(Dense(1, activation='linear'))

# Compile the model
model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')

# Training time for Neural Network
start_time = time.time()
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time

# Testing time for Neural Network
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time

# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)

print(f"Neural Network RMSE: {nn_rmse}")
print(f"Neural Network MAE: {nn_mae}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 410us/step
Neural Network RMSE: 37.62409624616915
Neural Network MAE: 31.186612426300048
Neural Network Training Time: 1.00553297996521 seconds
Neural Network Testing Time: 0.04810905456542969 seconds

Important Feature¶

In [35]:
def plot_feature_importance(model, feature_names, title):
    importance = model.coef_  # Assuming the model has a coef_ attribute (e.g., Lasso or Ridge)
    feature_importance = pd.Series(importance, index=feature_names)
    feature_importance = feature_importance.sort_values(ascending=False)

    plt.figure(figsize=(10, 6))
    feature_importance.plot(kind='bar')
    plt.title(title)
    plt.show()

# Now you can use this function in your code
plot_feature_importance(lasso_best, X.columns, 'Lasso Model - Feature Importance')
plot_feature_importance(ridge_best, X.columns, 'Ridge Model - Feature Importance')

Hyperparameter Tuning with Optuna¶

In [36]:
import optuna
from sklearn.model_selection import train_test_split
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
import numpy as np
import time


# Lasso Regression
def lasso_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    lasso = Lasso(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    lasso.fit(X_train, y_train)
    lasso_training_time = time.time() - start_time
    y_pred = lasso.predict(X_test)
    lasso_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, lasso_training_time, lasso_testing_time

# Ridge Regression
def ridge_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    ridge = Ridge(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    ridge.fit(X_train, y_train)
    ridge_training_time = time.time() - start_time
    y_pred = ridge.predict(X_test)
    ridge_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, ridge_training_time, ridge_testing_time

# Define the Optuna objective function
def nn_objective(trial):
    start_time = time.time()
    # Hyperparameters to be optimized
    n_units_1 = trial.suggest_int('n_units_1', 10, 100)
    n_units_2 = trial.suggest_int('n_units_2', 10, 100)
    learning_rate = trial.suggest_loguniform('learning_rate', 1e-5, 1e-2)

    # Build the model
    model = Sequential()
    model.add(Dense(n_units_1, input_dim=X_train_scaled.shape[1], activation='relu'))
    model.add(Dense(n_units_2, activation='relu'))
    model.add(Dense(1, activation='linear'))

    # Compile the model
    model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mean_squared_error')

    # Train the model
    model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
    
    nn_training_time = time.time() - start_time

    # Make predictions on the test set
    start_time = time.time()
    nn_pred = model.predict(X_test_scaled).flatten()
    nn_testing_time = time.time() - start_time

    # Evaluate the model
    nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
    nn_mae = mean_absolute_error(y_test, nn_pred)

    return nn_rmse, nn_mae, nn_training_time, nn_testing_time


# Create the Optuna study for Lasso
lasso_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
lasso_study.optimize(lasso_objective, n_trials=100)
best_lasso_trials = lasso_study.best_trials  # Use best_trials instead of best_params
best_lasso_params = best_lasso_trials[0].params
best_lasso_alpha = best_lasso_params['alpha']
lasso_rmse, lasso_mae, lasso_training_time, lasso_testing_time = best_lasso_trials[0].values

# Create the Optuna study for Ridge
ridge_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
ridge_study.optimize(ridge_objective, n_trials=100)
best_ridge_trials = ridge_study.best_trials
best_ridge_params = best_ridge_trials[0].params
best_ridge_alpha = best_ridge_params['alpha']
ridge_rmse, ridge_mae, ridge_training_time, ridge_testing_time = best_ridge_trials[0].values

# Create the Optuna study for Neural Network
nn_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
nn_study.optimize(nn_objective, n_trials=100)
best_nn_trials = nn_study.best_trials
best_nn_params = best_nn_trials[0].params
best_nn_rmse, best_nn_mae, nn_training_time, nn_testing_time = best_nn_trials[0].values

# Print or use the extracted values as needed
print("Best Lasso Params:", best_lasso_params)
print("Best Lasso Alpha:", best_lasso_alpha)
print("Lasso RMSE:", lasso_rmse)
print("Lasso MAE:", lasso_mae)
print("Lasso Training Time:", lasso_training_time)
print("Lasso Testing Time:", lasso_testing_time)

print("Best Ridge Params:", best_ridge_params)
print("Best Ridge Alpha:", best_ridge_alpha)
print("Ridge RMSE:", ridge_rmse)
print("Ridge MAE:", ridge_mae)
print("Ridge Training Time:", ridge_training_time)
print("Ridge Testing Time:", ridge_testing_time)

print("Best Neural Network Params:", best_nn_params)
print("Best Neural Network RMSE:", best_nn_rmse)
print("Best Neural Network MAE:", best_nn_mae)
print("Neural Network Training Time:", nn_training_time)
print("Neural Network Testing Time:", nn_testing_time)
[I 2023-12-30 08:07:07,718] A new study created in memory with name: no-name-282d7387-d8ac-4bb6-82ee-4c99f30cae67
[I 2023-12-30 08:07:07,739] Trial 0 finished with values: [0.006748731216195174, 0.005533729778822067, 0.015430212020874023, 0.016001224517822266] and parameters: {'alpha': 1.4743505623008049}. 
[I 2023-12-30 08:07:07,763] Trial 1 finished with values: [0.01987592406861214, 0.01629758088990492, 0.008682966232299805, 0.010225057601928711] and parameters: {'alpha': 4.342161346759923}. 
[I 2023-12-30 08:07:07,786] Trial 2 finished with values: [0.18996794822771257, 0.15576724845821852, 0.002825021743774414, 0.003857851028442383] and parameters: {'alpha': 41.50103809338942}. 
[I 2023-12-30 08:07:07,803] Trial 3 finished with values: [0.02075834828019378, 0.014966725262895029, 0.0032198429107666016, 0.004168033599853516] and parameters: {'alpha': 0.00010641322051209548}. 
[I 2023-12-30 08:07:07,820] Trial 4 finished with values: [0.014170223250593196, 0.011619100518669328, 0.01385188102722168, 0.014354944229125977] and parameters: {'alpha': 3.0956747198908805}. 
[I 2023-12-30 08:07:07,839] Trial 5 finished with values: [0.020970416365361105, 0.015134824107303775, 0.007285118103027344, 0.008480072021484375] and parameters: {'alpha': 1.684325820394431e-05}. 
[I 2023-12-30 08:07:07,852] Trial 6 finished with values: [0.04854477235918439, 0.0398050602112931, 0.002858877182006836, 0.0032067298889160156] and parameters: {'alpha': 10.605254547976166}. 
[I 2023-12-30 08:07:07,860] Trial 7 finished with values: [0.020964766535789315, 0.015130134025501922, 0.0054738521575927734, 0.005975008010864258] and parameters: {'alpha': 1.9109096801670537e-05}. 
[I 2023-12-30 08:07:07,877] Trial 8 finished with values: [0.0208762365711582, 0.015058913977945813, 0.013016939163208008, 0.013503074645996094] and parameters: {'alpha': 5.541867264769122e-05}. 
[I 2023-12-30 08:07:07,903] Trial 9 finished with values: [0.0014771516962510307, 0.001211214088618542, 0.02031111717224121, 0.021507978439331055] and parameters: {'alpha': 0.32270353694420273}. 
[I 2023-12-30 08:07:07,912] Trial 10 finished with values: [0.008857274627503684, 0.007271582432778478, 0.00475311279296875, 0.005155086517333984] and parameters: {'alpha': 0.23276685269088365}. 
[I 2023-12-30 08:07:07,922] Trial 11 finished with values: [0.02098305876240049, 0.01514527520174811, 0.006014823913574219, 0.006680011749267578] and parameters: {'alpha': 1.1794200594941956e-05}. 
[I 2023-12-30 08:07:07,929] Trial 12 finished with values: [0.08742601172720478, 0.07168635244771523, 0.004067897796630859, 0.004480123519897461] and parameters: {'alpha': 19.099381116100837}. 
[I 2023-12-30 08:07:07,938] Trial 13 finished with values: [0.0007706147022338535, 0.0006009199542745059, 0.004982948303222656, 0.005544185638427734] and parameters: {'alpha': 0.15590150110939388}. 
[I 2023-12-30 08:07:07,985] Trial 14 finished with values: [0.02097606302908467, 0.015139499461157896, 0.016914844512939453, 0.018500089645385742] and parameters: {'alpha': 1.4584534861582748e-05}. 
[I 2023-12-30 08:07:08,009] Trial 15 finished with values: [0.02036563452302881, 0.014631710087047622, 0.009857177734375, 0.01055002212524414] and parameters: {'alpha': 0.0003456014006808948}. 
[I 2023-12-30 08:07:08,046] Trial 16 finished with values: [0.0023210309205574666, 0.0019067995584636855, 0.012925863265991211, 0.013499021530151367] and parameters: {'alpha': 0.19385035492928873}. 
[I 2023-12-30 08:07:08,071] Trial 17 finished with values: [0.19375767185351872, 0.15887469277773403, 0.010373830795288086, 0.011595010757446289] and parameters: {'alpha': 42.328953886680615}. 
[I 2023-12-30 08:07:08,101] Trial 18 finished with values: [0.012499053191213595, 0.010248797979291967, 0.015074014663696289, 0.016265869140625] and parameters: {'alpha': 2.7305852774483}. 
[I 2023-12-30 08:07:08,136] Trial 19 finished with values: [0.017063066960966763, 0.012306199336064295, 0.0040929317474365234, 0.005243062973022461] and parameters: {'alpha': 0.004109915911569027}. 
[I 2023-12-30 08:07:08,164] Trial 20 finished with values: [0.010860875710001302, 0.008905548230500155, 0.016509056091308594, 0.016996145248413086] and parameters: {'alpha': 2.372703504852026}. 
[I 2023-12-30 08:07:08,187] Trial 21 finished with values: [0.019726623492178172, 0.014162518741017118, 0.011574745178222656, 0.015459775924682617] and parameters: {'alpha': 0.0008754176948480788}. 
[I 2023-12-30 08:07:08,209] Trial 22 finished with values: [0.02094304247890955, 0.015112361417328479, 0.016613006591796875, 0.017383098602294922] and parameters: {'alpha': 2.7876853396069776e-05}. 
[I 2023-12-30 08:07:08,223] Trial 23 finished with values: [0.030537308743314163, 0.025039553264854072, 0.009041070938110352, 0.010177850723266602] and parameters: {'alpha': 6.671283367819634}. 
[I 2023-12-30 08:07:08,241] Trial 24 finished with values: [0.009648624965759254, 0.007015336762587481, 0.012077093124389648, 0.013344049453735352] and parameters: {'alpha': 0.014051542669258111}. 
[I 2023-12-30 08:07:08,246] Trial 25 finished with values: [0.0017257632087456002, 0.0014167077045251907, 0.001990079879760742, 0.0024521350860595703] and parameters: {'alpha': 0.08293433279077395}. 
[I 2023-12-30 08:07:08,275] Trial 26 finished with values: [0.0017090229468303632, 0.0014013406180463052, 0.025742053985595703, 0.026259899139404297] and parameters: {'alpha': 0.37335891182689795}. 
[I 2023-12-30 08:07:08,295] Trial 27 finished with values: [0.01824503736597513, 0.013127872642081338, 0.007220268249511719, 0.011547088623046875] and parameters: {'alpha': 0.0026386477900267793}. 
[I 2023-12-30 08:07:08,330] Trial 28 finished with values: [0.0043992595446962395, 0.0036072430161079084, 0.02836298942565918, 0.029553890228271484] and parameters: {'alpha': 0.9610770640849801}. 
[I 2023-12-30 08:07:08,342] Trial 29 finished with values: [0.06559097144541204, 0.053782362977914264, 0.005871295928955078, 0.00706934928894043] and parameters: {'alpha': 14.329224639945874}. 
[I 2023-12-30 08:07:08,354] Trial 30 finished with values: [0.018980661493997714, 0.013641943304023236, 0.007032155990600586, 0.007471799850463867] and parameters: {'alpha': 0.0017562400152620072}. 
[I 2023-12-30 08:07:08,379] Trial 31 finished with values: [0.010110529979855122, 0.008290290283743805, 0.012206077575683594, 0.013445138931274414] and parameters: {'alpha': 2.2087804482233833}. 
[I 2023-12-30 08:07:08,393] Trial 32 finished with values: [0.0204334074620198, 0.01468533803289188, 0.007364034652709961, 0.009067058563232422] and parameters: {'alpha': 0.0002976351967040082}. 
[I 2023-12-30 08:07:08,426] Trial 33 finished with values: [0.007623886446153861, 0.006257510864855868, 0.016137123107910156, 0.017107248306274414] and parameters: {'alpha': 0.08521350535750963}. 
[I 2023-12-30 08:07:08,444] Trial 34 finished with values: [0.06363826790237978, 0.05218121256917575, 0.010254859924316406, 0.013718843460083008] and parameters: {'alpha': 13.902630444012505}. 
[I 2023-12-30 08:07:08,462] Trial 35 finished with values: [0.017596004373178487, 0.012676880231600433, 0.009369850158691406, 0.010322809219360352] and parameters: {'alpha': 0.0034405542358647337}. 
[I 2023-12-30 08:07:08,480] Trial 36 finished with values: [0.20909071695197717, 0.17144726761340592, 0.0026259422302246094, 0.0033838748931884766] and parameters: {'alpha': 45.678662585735694}. 
[I 2023-12-30 08:07:08,500] Trial 37 finished with values: [0.0033092797575328915, 0.002713496708344296, 0.014609336853027344, 0.016231298446655273] and parameters: {'alpha': 0.7229564069567601}. 
[I 2023-12-30 08:07:08,507] Trial 38 finished with values: [0.020713317300136806, 0.014934239125253379, 0.005017280578613281, 0.005506277084350586] and parameters: {'alpha': 0.00012681553566158097}. 
[I 2023-12-30 08:07:08,515] Trial 39 finished with values: [0.1172502309660855, 0.09614119660219746, 0.0035247802734375, 0.004719734191894531] and parameters: {'alpha': 25.61488054792368}. 
[I 2023-12-30 08:07:08,524] Trial 40 finished with values: [0.01791099073828877, 0.01289586066981168, 0.005362987518310547, 0.006459951400756836] and parameters: {'alpha': 0.0030492578143839055}. 
[I 2023-12-30 08:07:08,531] Trial 41 finished with values: [0.001532203981615268, 0.001257033148127933, 0.003419160842895508, 0.004481077194213867] and parameters: {'alpha': 0.06506602441015817}. 
[I 2023-12-30 08:07:08,547] Trial 42 finished with values: [0.0030966040408822574, 0.0025391098630683294, 0.011831045150756836, 0.013361215591430664] and parameters: {'alpha': 0.6764945532652855}. 
[I 2023-12-30 08:07:08,575] Trial 43 finished with values: [0.3055819609411185, 0.2505668018123214, 0.00484013557434082, 0.005568027496337891] and parameters: {'alpha': 66.75846488832886}. 
[I 2023-12-30 08:07:08,595] Trial 44 finished with values: [0.02028133567072798, 0.0145680317513854, 0.008111953735351562, 0.009721755981445312] and parameters: {'alpha': 0.00040743527596827963}. 
[I 2023-12-30 08:07:08,618] Trial 45 finished with values: [0.0013849476174079209, 0.0011356098838391838, 0.01479196548461914, 0.01573777198791504] and parameters: {'alpha': 0.3025603231623929}. 
[I 2023-12-30 08:07:08,637] Trial 46 finished with values: [0.043786398149314495, 0.03590335539887061, 0.005347728729248047, 0.0065348148345947266] and parameters: {'alpha': 9.565724084079923}. 
[I 2023-12-30 08:07:08,651] Trial 47 finished with values: [0.002013761529088037, 0.001652891381383048, 0.0034830570220947266, 0.003946065902709961] and parameters: {'alpha': 0.09321120098532469}. 
[I 2023-12-30 08:07:08,666] Trial 48 finished with values: [0.016615987513137823, 0.011994977081137418, 0.002917051315307617, 0.0037190914154052734] and parameters: {'alpha': 0.004677262972630908}. 
[I 2023-12-30 08:07:08,686] Trial 49 finished with values: [0.0032233392580288656, 0.0026464249133816863, 0.0052490234375, 0.006295919418334961] and parameters: {'alpha': 0.07968369105096705}. 
[I 2023-12-30 08:07:08,707] Trial 50 finished with values: [0.019716910769553647, 0.014155618907280152, 0.0014591217041015625, 0.0017750263214111328] and parameters: {'alpha': 0.0008854133560132987}. 
[I 2023-12-30 08:07:08,718] Trial 51 finished with values: [0.02066113804097598, 0.014884083517710485, 0.0037491321563720703, 0.004841804504394531] and parameters: {'alpha': 0.000159900693912882}. 
[I 2023-12-30 08:07:08,732] Trial 52 finished with values: [0.0013380245397715525, 0.0010978706842562237, 0.008012056350708008, 0.009309768676757812] and parameters: {'alpha': 0.05106297744572629}. 
[I 2023-12-30 08:07:08,750] Trial 53 finished with values: [0.019209959298898883, 0.013801816308130724, 0.00345611572265625, 0.004662990570068359] and parameters: {'alpha': 0.0014849170458336909}. 
[I 2023-12-30 08:07:08,764] Trial 54 finished with values: [0.01987019561874675, 0.014264183402506445, 0.0023949146270751953, 0.002804994583129883] and parameters: {'alpha': 0.0007297982713279108}. 
[I 2023-12-30 08:07:08,785] Trial 55 finished with values: [0.01459733985635282, 0.011969321590537652, 0.015969038009643555, 0.017334938049316406] and parameters: {'alpha': 3.1889840527895443}. 
[I 2023-12-30 08:07:08,812] Trial 56 finished with values: [0.013933133936513147, 0.011424695354856107, 0.012910127639770508, 0.014143943786621094] and parameters: {'alpha': 3.0438793894142204}. 
[I 2023-12-30 08:07:08,826] Trial 57 finished with values: [0.0028379337013789184, 0.0023299867613812177, 0.009373903274536133, 0.010895252227783203] and parameters: {'alpha': 0.07083626173596524}. 
[I 2023-12-30 08:07:08,830] Trial 58 finished with values: [0.01940702237141998, 0.013937009052529632, 0.0015621185302734375, 0.0018761157989501953] and parameters: {'alpha': 0.0012444142070209589}. 
[I 2023-12-30 08:07:08,847] Trial 59 finished with values: [0.003910562414083246, 0.0032065280108996763, 0.012778043746948242, 0.013352155685424805] and parameters: {'alpha': 0.8543146421820904}. 
[I 2023-12-30 08:07:08,863] Trial 60 finished with values: [0.005640682095592834, 0.004630987229974011, 0.008807182312011719, 0.010372161865234375] and parameters: {'alpha': 0.1445331538307029}. 
[I 2023-12-30 08:07:08,874] Trial 61 finished with values: [0.019793404574360234, 0.014209875548719487, 0.004992008209228516, 0.0054721832275390625] and parameters: {'alpha': 0.0008070983031970975}. 
[I 2023-12-30 08:07:08,895] Trial 62 finished with values: [0.005535504869861423, 0.00453892548953319, 0.0162351131439209, 0.017461061477661133] and parameters: {'alpha': 1.2093050464923059}. 
[I 2023-12-30 08:07:08,901] Trial 63 finished with values: [0.07885312671805818, 0.06465687867763185, 0.0026900768280029297, 0.0030510425567626953] and parameters: {'alpha': 17.226519769475107}. 
[I 2023-12-30 08:07:08,915] Trial 64 finished with values: [0.014343319763863925, 0.010404409006275523, 0.007635831832885742, 0.008910894393920898] and parameters: {'alpha': 0.007623571978606421}. 
[I 2023-12-30 08:07:08,924] Trial 65 finished with values: [0.23252607800603528, 0.19066346561981604, 0.004525184631347656, 0.004872322082519531] and parameters: {'alpha': 50.79843053032656}. 
[I 2023-12-30 08:07:08,946] Trial 66 finished with values: [0.003877748174041777, 0.003185299950428657, 0.018423080444335938, 0.018961191177368164] and parameters: {'alpha': 0.024724028090119483}. 
[I 2023-12-30 08:07:08,961] Trial 67 finished with values: [0.06491962780384501, 0.05323188405348386, 0.010586977005004883, 0.011063814163208008] and parameters: {'alpha': 14.182560645799722}. 
[I 2023-12-30 08:07:08,982] Trial 68 finished with values: [0.020648606764070886, 0.014872548349199448, 0.0156400203704834, 0.0168612003326416] and parameters: {'alpha': 0.00016682620239685046}. 
[I 2023-12-30 08:07:08,993] Trial 69 finished with values: [0.016145249774481583, 0.011666736527306485, 0.0060160160064697266, 0.00744175910949707] and parameters: {'alpha': 0.00527952462178156}. 
[I 2023-12-30 08:07:09,020] Trial 70 finished with values: [0.0013595517685310587, 0.0011147861525819013, 0.02029895782470703, 0.022192001342773438] and parameters: {'alpha': 0.29701226069339615}. 
[I 2023-12-30 08:07:09,045] Trial 71 finished with values: [0.00268450013771965, 0.002203873654811179, 0.02010798454284668, 0.02163386344909668] and parameters: {'alpha': 0.07116719989599506}. 
[I 2023-12-30 08:07:09,053] Trial 72 finished with values: [0.006264779672892305, 0.0046707500022113635, 0.002852916717529297, 0.003423929214477539] and parameters: {'alpha': 0.0194836391183889}. 
[I 2023-12-30 08:07:09,065] Trial 73 finished with values: [0.32028842237682986, 0.262625599381964, 0.004937887191772461, 0.006149768829345703] and parameters: {'alpha': 69.9712880090741}. 
[I 2023-12-30 08:07:09,077] Trial 74 finished with values: [0.020813724222375755, 0.015010186706745081, 0.007094144821166992, 0.008410930633544922] and parameters: {'alpha': 8.205014130741114e-05}. 
[I 2023-12-30 08:07:09,087] Trial 75 finished with values: [0.019136415631814875, 0.0137512919179692, 0.005347013473510742, 0.0064029693603515625] and parameters: {'alpha': 0.0015733705551606145}. 
[I 2023-12-30 08:07:09,096] Trial 76 finished with values: [0.020491568891710152, 0.014734407467134964, 0.004494190216064453, 0.005576133728027344] and parameters: {'alpha': 0.0002602490012201152}. 
[I 2023-12-30 08:07:09,115] Trial 77 finished with values: [0.004955873234215629, 0.004063647286825756, 0.01476907730102539, 0.015244245529174805] and parameters: {'alpha': 1.0826767662434569}. 
[I 2023-12-30 08:07:09,128] Trial 78 finished with values: [0.0007953052020518766, 0.0006168640942074877, 0.0044629573822021484, 0.005632877349853516] and parameters: {'alpha': 0.13798977317613595}. 
[I 2023-12-30 08:07:09,139] Trial 79 finished with values: [0.014728287882953283, 0.010674572560737658, 0.005887031555175781, 0.00645899772644043] and parameters: {'alpha': 0.007117827124497765}. 
[I 2023-12-30 08:07:09,148] Trial 80 finished with values: [0.00277563057271218, 0.002266665074796954, 0.00432586669921875, 0.0051877498626708984] and parameters: {'alpha': 0.27806511781345417}. 
[I 2023-12-30 08:07:09,160] Trial 81 finished with values: [0.019937674368789213, 0.014313466174604796, 0.0065958499908447266, 0.008102893829345703] and parameters: {'alpha': 0.000670675159256762}. 
[I 2023-12-30 08:07:09,174] Trial 82 finished with values: [0.020941932493917237, 0.015111460974804966, 0.0090179443359375, 0.010139703750610352] and parameters: {'alpha': 2.8327236495430412e-05}. 
[I 2023-12-30 08:07:09,186] Trial 83 finished with values: [0.008206351000655369, 0.006728928364903899, 0.007162809371948242, 0.007850885391235352] and parameters: {'alpha': 1.792787092033717}. 
[I 2023-12-30 08:07:09,196] Trial 84 finished with values: [0.22535504192123035, 0.18478346022972292, 0.004502058029174805, 0.005462169647216797] and parameters: {'alpha': 49.231821823430025}. 
[I 2023-12-30 08:07:09,210] Trial 85 finished with values: [0.0010449186722065221, 0.0008598992343574086, 0.008695840835571289, 0.01002192497253418] and parameters: {'alpha': 0.07475572908446032}. 
[I 2023-12-30 08:07:09,223] Trial 86 finished with values: [0.007381143795344362, 0.005407225259587874, 0.005040168762207031, 0.006150245666503906] and parameters: {'alpha': 0.017512191683352465}. 
[I 2023-12-30 08:07:09,232] Trial 87 finished with values: [0.014269781409669191, 0.010352727764895793, 0.004038095474243164, 0.00496983528137207] and parameters: {'alpha': 0.0077204694039687}. 
[I 2023-12-30 08:07:09,242] Trial 88 finished with values: [0.02095850065717342, 0.01512491825478306, 0.0054149627685546875, 0.005837202072143555] and parameters: {'alpha': 2.162890244508564e-05}. 
[I 2023-12-30 08:07:09,254] Trial 89 finished with values: [0.02085901963557075, 0.01504565260203508, 0.006906270980834961, 0.007927179336547852] and parameters: {'alpha': 6.266656295901045e-05}. 
[I 2023-12-30 08:07:09,264] Trial 90 finished with values: [0.3469516314748684, 0.28448852286465837, 0.0045359134674072266, 0.0054090023040771484] and parameters: {'alpha': 75.7962225140138}. 
[I 2023-12-30 08:07:09,276] Trial 91 finished with values: [0.005722396601980751, 0.004356226141865731, 0.006186008453369141, 0.0071260929107666016] and parameters: {'alpha': 0.020607893801882216}. 
[I 2023-12-30 08:07:09,286] Trial 92 finished with values: [0.0208161403371327, 0.015012100358313001, 0.005415916442871094, 0.0063018798828125] and parameters: {'alpha': 8.100425159641445e-05}. 
[I 2023-12-30 08:07:09,303] Trial 93 finished with values: [0.010951855149400978, 0.008980148272637312, 0.013453006744384766, 0.013947725296020508] and parameters: {'alpha': 2.3925791797218796}. 
[I 2023-12-30 08:07:09,316] Trial 94 finished with values: [0.2282674313401866, 0.18717152037598428, 0.009875059127807617, 0.010346174240112305] and parameters: {'alpha': 49.868072229608885}. 
[I 2023-12-30 08:07:09,324] Trial 95 finished with values: [0.0010208650414742814, 0.0008322609284451766, 0.0033528804779052734, 0.004342794418334961] and parameters: {'alpha': 0.22336855588650192}. 
[I 2023-12-30 08:07:09,341] Trial 96 finished with values: [0.008413669554471957, 0.006898922519102175, 0.010979890823364258, 0.012395858764648438] and parameters: {'alpha': 1.8380786018870816}. 
[I 2023-12-30 08:07:09,353] Trial 97 finished with values: [0.0015599596001633306, 0.0012810382043110735, 0.004022121429443359, 0.005421161651611328] and parameters: {'alpha': 0.02675840893119474}. 
[I 2023-12-30 08:07:09,364] Trial 98 finished with values: [0.030241557961534316, 0.02479704769516946, 0.008257150650024414, 0.008726119995117188] and parameters: {'alpha': 6.606672655442657}. 
[I 2023-12-30 08:07:09,369] Trial 99 finished with values: [0.020758768583313974, 0.014967048467851454, 0.0019338130950927734, 0.002270936965942383] and parameters: {'alpha': 0.0001062253748855562}. 
[I 2023-12-30 08:07:09,391] A new study created in memory with name: no-name-96e62261-6fe8-4e49-a02c-088c144355c2
[I 2023-12-30 08:07:09,401] Trial 0 finished with values: [0.0005833620417439497, 0.0004327747272465032, 0.0017971992492675781, 0.002943277359008789] and parameters: {'alpha': 35.981055381735366}. 
[I 2023-12-30 08:07:09,407] Trial 1 finished with values: [6.199520089965691e-08, 4.5947223847875304e-08, 0.0015332698822021484, 0.0024192333221435547] and parameters: {'alpha': 0.003734182971910695}. 
[I 2023-12-30 08:07:09,418] Trial 2 finished with values: [4.2620811998966355e-06, 3.1588537616933365e-06, 0.002196073532104492, 0.0030829906463623047] and parameters: {'alpha': 0.2567653965973941}. 
[I 2023-12-30 08:07:09,424] Trial 3 finished with values: [6.099225451835355e-05, 4.521277486004393e-05, 0.0017180442810058594, 0.002712249755859375] and parameters: {'alpha': 3.6831364877724133}. 
[I 2023-12-30 08:07:09,437] Trial 4 finished with values: [0.00045878855191981867, 0.0003403207266101305, 0.0017268657684326172, 0.0026421546936035156] and parameters: {'alpha': 28.15665311131994}. 
[I 2023-12-30 08:07:09,462] Trial 5 finished with values: [3.885784028683862e-06, 2.879956150909635e-06, 0.009205102920532227, 0.010439157485961914] and parameters: {'alpha': 0.23409199628992122}. 
[I 2023-12-30 08:07:09,468] Trial 6 finished with values: [9.189905962510673e-08, 6.811022601027617e-08, 0.0015888214111328125, 0.0024137496948242188] and parameters: {'alpha': 0.005535411126030289}. 
[I 2023-12-30 08:07:09,483] Trial 7 finished with values: [0.0013791434254359902, 0.0010235175889175797, 0.002004861831665039, 0.0028600692749023438] and parameters: {'alpha': 87.78776117970855}. 
[I 2023-12-30 08:07:09,496] Trial 8 finished with values: [0.0001180788561972007, 8.754324580623418e-05, 0.0010690689086914062, 0.0013842582702636719] and parameters: {'alpha': 7.147261440660112}. 
[I 2023-12-30 08:07:09,511] Trial 9 finished with values: [1.157485605804302e-06, 8.578642047840646e-07, 0.0037419795989990234, 0.004187822341918945] and parameters: {'alpha': 0.06972262869858446}. 
[I 2023-12-30 08:07:09,521] Trial 10 finished with values: [0.0008381542205617447, 0.0006218941092842467, 0.0018091201782226562, 0.0027570724487304688] and parameters: {'alpha': 52.223628321295216}. 
[I 2023-12-30 08:07:09,540] Trial 11 finished with values: [1.1632084730817906e-08, 8.621023726007593e-09, 0.003632783889770508, 0.0047910213470458984] and parameters: {'alpha': 0.0007006441586515127}. 
[I 2023-12-30 08:07:09,550] Trial 12 finished with values: [2.8768666454821883e-06, 2.1321874064561543e-06, 0.0037860870361328125, 0.0041768550872802734] and parameters: {'alpha': 0.17330427000110432}. 
[I 2023-12-30 08:07:09,559] Trial 13 finished with values: [1.8950637090663072e-05, 1.404603494983725e-05, 0.004277944564819336, 0.005312919616699219] and parameters: {'alpha': 1.1423680556651383}. 
[I 2023-12-30 08:07:09,569] Trial 14 finished with values: [7.063314511605417e-08, 5.234916693908076e-08, 0.0051250457763671875, 0.006360054016113281] and parameters: {'alpha': 0.004254478276420695}. 
[I 2023-12-30 08:07:09,576] Trial 15 finished with values: [1.7091607722865405e-06, 1.2667377960262627e-06, 0.0029189586639404297, 0.004040956497192383] and parameters: {'alpha': 0.10295586202391076}. 
[I 2023-12-30 08:07:09,583] Trial 16 finished with values: [5.7759394678641644e-05, 4.2815900026225154e-05, 0.0026848316192626953, 0.0036008358001708984] and parameters: {'alpha': 3.4874457882985843}. 
[I 2023-12-30 08:07:09,590] Trial 17 finished with values: [1.7789005212184126e-07, 1.318417783924275e-07, 0.0022499561309814453, 0.0032520294189453125] and parameters: {'alpha': 0.010714995184522244}. 
[I 2023-12-30 08:07:09,597] Trial 18 finished with values: [4.2800244401684615e-06, 3.172152646628845e-06, 0.002012014389038086, 0.0029840469360351562] and parameters: {'alpha': 0.2578465634875505}. 
[I 2023-12-30 08:07:09,607] Trial 19 finished with values: [0.0009455039094355842, 0.0007015782074111154, 0.005587100982666016, 0.006724119186401367] and parameters: {'alpha': 59.16370842533176}. 
[I 2023-12-30 08:07:09,614] Trial 20 finished with values: [3.3134223615702317e-10, 2.4557397004798533e-10, 0.0026018619537353516, 0.0035219192504882812] and parameters: {'alpha': 1.9958131675301082e-05}. 
[I 2023-12-30 08:07:09,620] Trial 21 finished with values: [1.562583645196105e-08, 1.1580955012746585e-08, 0.0020508766174316406, 0.003047943115234375] and parameters: {'alpha': 0.0009412057248669984}. 
[I 2023-12-30 08:07:09,629] Trial 22 finished with values: [1.3244309875865282e-06, 9.815954584091458e-07, 0.0046880245208740234, 0.006055116653442383] and parameters: {'alpha': 0.07977935039063927}. 
[I 2023-12-30 08:07:09,636] Trial 23 finished with values: [3.36639566764065e-05, 2.4952608320845114e-05, 0.0019500255584716797, 0.0028412342071533203] and parameters: {'alpha': 2.030553394608644}. 
[I 2023-12-30 08:07:09,642] Trial 24 finished with values: [2.2723234624214964e-07, 1.6841145657586766e-07, 0.0019159317016601562, 0.003023862838745117] and parameters: {'alpha': 0.01368708892727498}. 
[I 2023-12-30 08:07:09,647] Trial 25 finished with values: [1.8836450143199725e-06, 1.3960569846549476e-06, 0.001689910888671875, 0.0022428035736083984] and parameters: {'alpha': 0.11346722607582982}. 
[I 2023-12-30 08:07:09,652] Trial 26 finished with values: [4.8320905312619485e-08, 3.5812631393739026e-08, 0.0020601749420166016, 0.0024802684783935547] and parameters: {'alpha': 0.002910531800005467}. 
[I 2023-12-30 08:07:09,657] Trial 27 finished with values: [1.017214895115867e-06, 7.539029358039074e-07, 0.0007517337799072266, 0.0010428428649902344] and parameters: {'alpha': 0.061272874540089686}. 
[I 2023-12-30 08:07:09,661] Trial 28 finished with values: [2.2509538696430034e-05, 1.6684057780977924e-05, 0.0011739730834960938, 0.0015070438385009766] and parameters: {'alpha': 1.3571051430947896}. 
[I 2023-12-30 08:07:09,668] Trial 29 finished with values: [8.526281712121329e-10, 6.319153822431644e-10, 0.0028030872344970703, 0.004032135009765625] and parameters: {'alpha': 5.135677691697656e-05}. 
[I 2023-12-30 08:07:09,673] Trial 30 finished with values: [5.645481293542246e-08, 4.1841013462828866e-08, 0.0013611316680908203, 0.0025179386138916016] and parameters: {'alpha': 0.0034004617553580504}. 
[I 2023-12-30 08:07:09,679] Trial 31 finished with values: [4.387078007930937e-08, 3.251446020868798e-08, 0.0015780925750732422, 0.0028917789459228516] and parameters: {'alpha': 0.0026424802795069965}. 
[I 2023-12-30 08:07:09,685] Trial 32 finished with values: [1.0832304655897658e-05, 8.02857991874184e-06, 0.0011191368103027344, 0.0022611618041992188] and parameters: {'alpha': 0.6527627927305971}. 
[I 2023-12-30 08:07:09,690] Trial 33 finished with values: [0.0009936441370244696, 0.0007373120672559441, 0.0017719268798828125, 0.0021469593048095703] and parameters: {'alpha': 62.294655433910194}. 
[I 2023-12-30 08:07:09,695] Trial 34 finished with values: [1.6947729529304718e-07, 1.2560672884021075e-07, 0.0015480518341064453, 0.002531766891479492] and parameters: {'alpha': 0.01020825423356233}. 
[I 2023-12-30 08:07:09,700] Trial 35 finished with values: [1.706337669655509e-05, 1.2647134606726952e-05, 0.0015339851379394531, 0.001985788345336914] and parameters: {'alpha': 1.0285203619481469}. 
[I 2023-12-30 08:07:09,705] Trial 36 finished with values: [7.0651243581940485e-09, 5.236257036855818e-09, 0.001638174057006836, 0.0027399063110351562] and parameters: {'alpha': 0.0004255513701343089}. 
[I 2023-12-30 08:07:09,712] Trial 37 finished with values: [1.1480660106607257e-06, 8.508828850661842e-07, 0.0014858245849609375, 0.0028328895568847656] and parameters: {'alpha': 0.06915519205060168}. 
[I 2023-12-30 08:07:09,719] Trial 38 finished with values: [2.1019231782624017e-10, 1.5577892753526613e-10, 0.0016109943389892578, 0.0023238658905029297] and parameters: {'alpha': 1.2651685887807377e-05}. 
[I 2023-12-30 08:07:09,726] Trial 39 finished with values: [0.00025031184360504576, 0.00018562771115601784, 0.002786874771118164, 0.003774881362915039] and parameters: {'alpha': 15.233349518349735}. 
[I 2023-12-30 08:07:09,732] Trial 40 finished with values: [2.206730263322218e-10, 1.635538193767161e-10, 0.0017011165618896484, 0.002753019332885742] and parameters: {'alpha': 1.328102562597975e-05}. 
[I 2023-12-30 08:07:09,738] Trial 41 finished with values: [2.748212588359503e-05, 2.0370069048345485e-05, 0.0015969276428222656, 0.002688884735107422] and parameters: {'alpha': 1.6572479502775048}. 
[I 2023-12-30 08:07:09,744] Trial 42 finished with values: [5.4693615967642994e-08, 4.05357182220456e-08, 0.002285003662109375, 0.0027048587799072266] and parameters: {'alpha': 0.003294387864409504}. 
[I 2023-12-30 08:07:09,748] Trial 43 finished with values: [6.467529874200034e-09, 4.793353758358876e-09, 0.0016150474548339844, 0.0019969940185546875] and parameters: {'alpha': 0.0003895616531374037}. 
[I 2023-12-30 08:07:09,754] Trial 44 finished with values: [2.8450251852319273e-07, 2.1085683358457174e-07, 0.0017910003662109375, 0.002727031707763672] and parameters: {'alpha': 0.01713674191737073}. 
[I 2023-12-30 08:07:09,759] Trial 45 finished with values: [0.0010811711829212237, 0.0008022818083429861, 0.000885009765625, 0.0019600391387939453] and parameters: {'alpha': 68.017028881535}. 
[I 2023-12-30 08:07:09,764] Trial 46 finished with values: [8.514817740124015e-06, 6.310876857682501e-06, 0.0015869140625, 0.0025777816772460938] and parameters: {'alpha': 0.5130594225575466}. 
[I 2023-12-30 08:07:09,769] Trial 47 finished with values: [0.00014451060367927642, 0.00010714600392196516, 0.00167083740234375, 0.0020139217376708984] and parameters: {'alpha': 8.75666712997209}. 
[I 2023-12-30 08:07:09,774] Trial 48 finished with values: [5.009970657919781e-07, 3.71310382538681e-07, 0.002171039581298828, 0.0026128292083740234] and parameters: {'alpha': 0.030177364215513158}. 
[I 2023-12-30 08:07:09,778] Trial 49 finished with values: [1.299518024235699e-09, 9.631270092569367e-10, 0.0012240409851074219, 0.0015799999237060547] and parameters: {'alpha': 7.827709939818797e-05}. 
[I 2023-12-30 08:07:09,788] Trial 50 finished with values: [7.457217188130462e-06, 5.527000762874934e-06, 0.0016589164733886719, 0.002335071563720703] and parameters: {'alpha': 0.4493138662174088}. 
[I 2023-12-30 08:07:09,795] Trial 51 finished with values: [6.987062529584521e-06, 5.178531720240187e-06, 0.0020668506622314453, 0.0029718875885009766] and parameters: {'alpha': 0.42097769680008373}. 
[I 2023-12-30 08:07:09,801] Trial 52 finished with values: [8.480954711506288e-10, 6.285543463491195e-10, 0.0012557506561279297, 0.002210855484008789] and parameters: {'alpha': 5.108336239226991e-05}. 
[I 2023-12-30 08:07:09,807] Trial 53 finished with values: [7.878361606125234e-05, 5.8404153173796657e-05, 0.0022258758544921875, 0.002640962600708008] and parameters: {'alpha': 4.761011823250362}. 
[I 2023-12-30 08:07:09,812] Trial 54 finished with values: [1.855484649701588e-08, 1.3751762937275202e-08, 0.0016450881958007812, 0.0028028488159179688] and parameters: {'alpha': 0.0011176176544697351}. 
[I 2023-12-30 08:07:09,817] Trial 55 finished with values: [0.0014253937928601528, 0.0010578605339349157, 0.0009338855743408203, 0.0012726783752441406] and parameters: {'alpha': 90.89691953398507}. 
[I 2023-12-30 08:07:09,822] Trial 56 finished with values: [0.00016973079009217567, 0.0001258518441757861, 0.0012018680572509766, 0.001573801040649414] and parameters: {'alpha': 10.295522728480087}. 
[I 2023-12-30 08:07:09,829] Trial 57 finished with values: [1.4228661462515083e-09, 1.0545474005141387e-09, 0.002064228057861328, 0.0033071041107177734] and parameters: {'alpha': 8.570042462181309e-05}. 
[I 2023-12-30 08:07:09,836] Trial 58 finished with values: [3.943339754336324e-07, 2.9225768401808237e-07, 0.0022857189178466797, 0.0034487247467041016] and parameters: {'alpha': 0.02375244349712825}. 
[I 2023-12-30 08:07:09,841] Trial 59 finished with values: [2.1940180692503867e-08, 1.626077668070991e-08, 0.0015778541564941406, 0.002193927764892578] and parameters: {'alpha': 0.001321535530985808}. 
[I 2023-12-30 08:07:09,849] Trial 60 finished with values: [2.031889450110526e-08, 1.5059176883269744e-08, 0.0023040771484375, 0.003401041030883789] and parameters: {'alpha': 0.0012238678812064648}. 
[I 2023-12-30 08:07:09,855] Trial 61 finished with values: [0.0004246045565147802, 0.0003149525411868215, 0.0016169548034667969, 0.002624034881591797] and parameters: {'alpha': 26.02295170073985}. 
[I 2023-12-30 08:07:09,860] Trial 62 finished with values: [4.984435253569047e-10, 3.6941399272905073e-10, 0.0011191368103027344, 0.0014710426330566406] and parameters: {'alpha': 3.0018976233552763e-05}. 
[I 2023-12-30 08:07:09,868] Trial 63 finished with values: [2.2369438617186212e-10, 1.6579103423453033e-10, 0.0020990371704101562, 0.0030570030212402344] and parameters: {'alpha': 1.3468116361407311e-05}. 
[I 2023-12-30 08:07:09,872] Trial 64 finished with values: [6.829566922600679e-07, 5.061687863960885e-07, 0.0007181167602539062, 0.0010101795196533203] and parameters: {'alpha': 0.04113793883930687}. 
[I 2023-12-30 08:07:09,878] Trial 65 finished with values: [4.195071532709287e-07, 3.109146267110674e-07, 0.001857757568359375, 0.0029659271240234375] and parameters: {'alpha': 0.025268769713670865}. 
[I 2023-12-30 08:07:09,883] Trial 66 finished with values: [5.11561421279803e-09, 3.791387985785377e-09, 0.0025708675384521484, 0.0030031204223632812] and parameters: {'alpha': 0.00030812796523937183}. 
[I 2023-12-30 08:07:09,885] Trial 67 finished with values: [9.543673767436377e-08, 7.073214416841722e-08, 0.000637054443359375, 0.0009429454803466797] and parameters: {'alpha': 0.005748498090182898}. 
[I 2023-12-30 08:07:09,890] Trial 68 finished with values: [0.0012100508476618264, 0.000897960698294007, 0.0009210109710693359, 0.0012710094451904297] and parameters: {'alpha': 76.51317073180273}. 
[I 2023-12-30 08:07:09,896] Trial 69 finished with values: [6.201857386433528e-09, 4.596449345584119e-09, 0.0017709732055664062, 0.0028417110443115234] and parameters: {'alpha': 0.0003735718039852322}. 
[I 2023-12-30 08:07:09,901] Trial 70 finished with values: [3.0640324325323404e-05, 2.2711193724642698e-05, 0.0008289813995361328, 0.0011708736419677734] and parameters: {'alpha': 1.8479397521368797}. 
[I 2023-12-30 08:07:09,908] Trial 71 finished with values: [3.198052042432904e-09, 2.3702098950195706e-09, 0.0014960765838623047, 0.002841949462890625] and parameters: {'alpha': 0.00019262497616227798}. 
[I 2023-12-30 08:07:09,914] Trial 72 finished with values: [0.00013328160335650691, 9.881793922124516e-05, 0.0013608932495117188, 0.0019030570983886719] and parameters: {'alpha': 8.072520788173339}. 
[I 2023-12-30 08:07:09,920] Trial 73 finished with values: [2.1705856350603986e-08, 1.6087112459928223e-08, 0.0019071102142333984, 0.003294229507446289] and parameters: {'alpha': 0.0013074114369573855}. 
[I 2023-12-30 08:07:09,926] Trial 74 finished with values: [5.7872348370324746e-08, 4.289160809634041e-08, 0.0017342567443847656, 0.0025763511657714844] and parameters: {'alpha': 0.0034858526100005477}. 
[I 2023-12-30 08:07:09,932] Trial 75 finished with values: [3.814182487230288e-07, 2.826852753212705e-07, 0.0015358924865722656, 0.0025069713592529297] and parameters: {'alpha': 0.02297445325168844}. 
[I 2023-12-30 08:07:09,938] Trial 76 finished with values: [6.527481724492094e-10, 4.837776845789676e-10, 0.0011830329895019531, 0.002172231674194336] and parameters: {'alpha': 3.932469973627442e-05}. 
[I 2023-12-30 08:07:09,943] Trial 77 finished with values: [2.8735115630299116e-08, 2.1296784904478728e-08, 0.0015397071838378906, 0.0021347999572753906] and parameters: {'alpha': 0.0017308238838126542}. 
[I 2023-12-30 08:07:09,947] Trial 78 finished with values: [1.1614392369563385e-08, 8.607907497903966e-09, 0.0009551048278808594, 0.0012700557708740234] and parameters: {'alpha': 0.0006995812688781388}. 
[I 2023-12-30 08:07:09,953] Trial 79 finished with values: [1.6186499578422724e-07, 1.1996493349819558e-07, 0.0016129016876220703, 0.0026628971099853516] and parameters: {'alpha': 0.009749740823355842}. 
[I 2023-12-30 08:07:09,959] Trial 80 finished with values: [7.484065230064787e-07, 5.546766229702627e-07, 0.002357959747314453, 0.0032279491424560547] and parameters: {'alpha': 0.04508044552535776}. 
[I 2023-12-30 08:07:09,964] Trial 81 finished with values: [6.610598756853078e-10, 4.899353900356118e-10, 0.0011010169982910156, 0.0014128684997558594] and parameters: {'alpha': 3.98161656281958e-05}. 
[I 2023-12-30 08:07:09,969] Trial 82 finished with values: [0.0004560159615905052, 0.0003382631317289153, 0.0014951229095458984, 0.0018312931060791016] and parameters: {'alpha': 27.98337867236072}. 
[I 2023-12-30 08:07:09,974] Trial 83 finished with values: [0.00034049755900362913, 0.00025254081334696643, 0.0012891292572021484, 0.0016160011291503906] and parameters: {'alpha': 20.797640531512886}. 
[I 2023-12-30 08:07:09,982] Trial 84 finished with values: [1.132444450444463e-09, 8.393008066320817e-10, 0.002288818359375, 0.003144979476928711] and parameters: {'alpha': 6.821012916876809e-05}. 
[I 2023-12-30 08:07:09,988] Trial 85 finished with values: [1.0547292551173966e-08, 7.817040827973187e-09, 0.001873016357421875, 0.002601146697998047] and parameters: {'alpha': 0.0006352991258352582}. 
[I 2023-12-30 08:07:09,995] Trial 86 finished with values: [2.5510376459756067e-09, 1.890679222071867e-09, 0.0018181800842285156, 0.0028700828552246094] and parameters: {'alpha': 0.0001536567046550024}. 
[I 2023-12-30 08:07:09,999] Trial 87 finished with values: [2.722722117235041e-10, 2.0178887893962382e-10, 0.0011887550354003906, 0.002215862274169922] and parameters: {'alpha': 1.63913136837895e-05}. 
[I 2023-12-30 08:07:10,007] Trial 88 finished with values: [2.5037437240967973e-07, 1.855629970126671e-07, 0.0019309520721435547, 0.003031015396118164] and parameters: {'alpha': 0.01508104387012645}. 
[I 2023-12-30 08:07:10,012] Trial 89 finished with values: [5.96802936696091e-08, 4.4231550466733435e-08, 0.001489877700805664, 0.0024690628051757812] and parameters: {'alpha': 0.0035947499143455745}. 
[I 2023-12-30 08:07:10,017] Trial 90 finished with values: [4.9772955753822944e-05, 3.6894846468591424e-05, 0.0011250972747802734, 0.0018770694732666016] and parameters: {'alpha': 3.004236470336795}. 
[I 2023-12-30 08:07:10,025] Trial 91 finished with values: [2.0526182037283275e-10, 1.5212835435818305e-10, 0.0036962032318115234, 0.0043642520904541016] and parameters: {'alpha': 1.236521498767206e-05}. 
[I 2023-12-30 08:07:10,034] Trial 92 finished with values: [1.2363941846778477e-05, 9.163832224752255e-06, 0.0025336742401123047, 0.003912925720214844] and parameters: {'alpha': 0.7451082427743315}. 
[I 2023-12-30 08:07:10,040] Trial 93 finished with values: [9.925829373944704e-10, 7.356408016079286e-10, 0.0025658607482910156, 0.0029718875885009766] and parameters: {'alpha': 5.978057500051658e-05}. 
[I 2023-12-30 08:07:10,048] Trial 94 finished with values: [0.0006506277310508374, 0.00048270052290088294, 0.0028290748596191406, 0.003567934036254883] and parameters: {'alpha': 40.2378542776017}. 
[I 2023-12-30 08:07:10,054] Trial 95 finished with values: [6.51134671841959e-07, 4.825840542110881e-07, 0.001672983169555664, 0.002393007278442383] and parameters: {'alpha': 0.03922109016701546}. 
[I 2023-12-30 08:07:10,060] Trial 96 finished with values: [4.4184181307922744e-10, 3.274614801540565e-10, 0.001859903335571289, 0.0033500194549560547] and parameters: {'alpha': 2.6614742627798648e-05}. 
[I 2023-12-30 08:07:10,064] Trial 97 finished with values: [3.249523849356729e-05, 2.4086234308233758e-05, 0.0010256767272949219, 0.0013456344604492188] and parameters: {'alpha': 1.9599626900785376}. 
[I 2023-12-30 08:07:10,072] Trial 98 finished with values: [7.088634490388064e-10, 5.253668788895993e-10, 0.003462076187133789, 0.0047190189361572266] and parameters: {'alpha': 4.2687324689775297e-05}. 
[I 2023-12-30 08:07:10,081] Trial 99 finished with values: [0.0015090348667516054, 0.00111996780116149, 0.0033159255981445312, 0.004400968551635742] and parameters: {'alpha': 96.54738624176996}. 
[I 2023-12-30 08:07:10,098] A new study created in memory with name: no-name-872004af-b572-479c-ba04-f96aca95b1dc
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 594us/step
[I 2023-12-30 08:07:11,733] Trial 0 finished with values: [72.0644904326431, 60.727341040802, 1.5843400955200195, 0.047869205474853516] and parameters: {'n_units_1': 32, 'n_units_2': 36, 'learning_rate': 0.00045874575896202814}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 836us/step
[I 2023-12-30 08:07:12,912] Trial 1 finished with values: [6.101408553445697, 4.7383009071350095, 1.128363847732544, 0.05013084411621094] and parameters: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 796us/step
[I 2023-12-30 08:07:14,246] Trial 2 finished with values: [412.78658351943386, 330.0945340657425, 1.2894339561462402, 0.04290485382080078] and parameters: {'n_units_1': 22, 'n_units_2': 14, 'learning_rate': 0.00016072055969832655}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 650us/step
[I 2023-12-30 08:07:15,528] Trial 3 finished with values: [107.2005653634727, 92.62346896850586, 1.2353241443634033, 0.04524970054626465] and parameters: {'n_units_1': 32, 'n_units_2': 80, 'learning_rate': 0.0002463031966515422}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 495us/step
[I 2023-12-30 08:07:16,718] Trial 4 finished with values: [21.63448821935822, 16.748944251327515, 1.151191234588623, 0.03793692588806152] and parameters: {'n_units_1': 32, 'n_units_2': 84, 'learning_rate': 0.002372488114852147}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:07:17,729] Trial 5 finished with values: [422.8597050215237, 337.3793336177249, 0.9778017997741699, 0.0328059196472168] and parameters: {'n_units_1': 19, 'n_units_2': 13, 'learning_rate': 1.2578693419729416e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 974us/step
[I 2023-12-30 08:07:18,878] Trial 6 finished with values: [41.64202026091404, 35.094989871063234, 1.102952003479004, 0.044747114181518555] and parameters: {'n_units_1': 86, 'n_units_2': 48, 'learning_rate': 0.0006035051463460702}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 438us/step
[I 2023-12-30 08:07:20,052] Trial 7 finished with values: [31.275401422605135, 25.61792869766235, 1.138390064239502, 0.034381866455078125] and parameters: {'n_units_1': 96, 'n_units_2': 73, 'learning_rate': 0.0006885988593848276}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 590us/step
[I 2023-12-30 08:07:21,218] Trial 8 finished with values: [422.0131492317207, 336.5941500861388, 1.1200120449066162, 0.04548907279968262] and parameters: {'n_units_1': 49, 'n_units_2': 90, 'learning_rate': 1.6979766654770044e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 659us/step
[I 2023-12-30 08:07:22,384] Trial 9 finished with values: [418.08168776900646, 332.5112528634262, 1.1259698867797852, 0.038336992263793945] and parameters: {'n_units_1': 70, 'n_units_2': 51, 'learning_rate': 3.344774235317674e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 438us/step
[I 2023-12-30 08:07:23,542] Trial 10 finished with values: [26.8180980360544, 21.448114883270264, 1.1248252391815186, 0.0330348014831543] and parameters: {'n_units_1': 51, 'n_units_2': 40, 'learning_rate': 0.0015476121869061423}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 532us/step
[I 2023-12-30 08:07:24,589] Trial 11 finished with values: [181.13423742592983, 158.05040742004397, 1.0087480545043945, 0.03685712814331055] and parameters: {'n_units_1': 23, 'n_units_2': 76, 'learning_rate': 0.00024107642922713927}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 427us/step
[I 2023-12-30 08:07:25,775] Trial 12 finished with values: [18.182454288408064, 14.154273156661988, 1.1507840156555176, 0.033975839614868164] and parameters: {'n_units_1': 96, 'n_units_2': 20, 'learning_rate': 0.002182196716879223}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:07:26,770] Trial 13 finished with values: [13.312065735391684, 10.795107843322754, 0.9626791477203369, 0.03209376335144043] and parameters: {'n_units_1': 26, 'n_units_2': 59, 'learning_rate': 0.005837570912806298}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 473us/step
[I 2023-12-30 08:07:27,881] Trial 14 finished with values: [51.984215655486175, 43.32011405761719, 1.0737659931182861, 0.03650188446044922] and parameters: {'n_units_1': 93, 'n_units_2': 100, 'learning_rate': 0.0002591700287784615}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 447us/step
[I 2023-12-30 08:07:28,954] Trial 15 finished with values: [174.40044644611393, 147.44976318145754, 1.0366179943084717, 0.03494071960449219] and parameters: {'n_units_1': 76, 'n_units_2': 92, 'learning_rate': 0.00014956279512084677}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 540us/step
[I 2023-12-30 08:07:30,005] Trial 16 finished with values: [26.870155887517104, 21.579257466125487, 1.00913405418396, 0.040753841400146484] and parameters: {'n_units_1': 59, 'n_units_2': 61, 'learning_rate': 0.0012596329761308965}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 423us/step
[I 2023-12-30 08:07:31,057] Trial 17 finished with values: [11.752828547564096, 9.476448840408326, 1.0166091918945312, 0.03439497947692871] and parameters: {'n_units_1': 84, 'n_units_2': 26, 'learning_rate': 0.00318690790669733}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 445us/step
[I 2023-12-30 08:07:32,069] Trial 18 finished with values: [279.04659863163323, 231.5653099180794, 0.9764490127563477, 0.03514409065246582] and parameters: {'n_units_1': 32, 'n_units_2': 53, 'learning_rate': 0.00017649707519224052}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 459us/step
[I 2023-12-30 08:07:33,288] Trial 19 finished with values: [419.3401675567153, 333.92714076699735, 1.0115008354187012, 0.2065279483795166] and parameters: {'n_units_1': 45, 'n_units_2': 31, 'learning_rate': 3.982191082534715e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 553us/step
[I 2023-12-30 08:07:34,349] Trial 20 finished with values: [422.4494205521537, 336.8789831142318, 1.0141539573669434, 0.04555916786193848] and parameters: {'n_units_1': 22, 'n_units_2': 63, 'learning_rate': 1.7441770233031843e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 664us/step
[I 2023-12-30 08:07:35,512] Trial 21 finished with values: [48.12243621716816, 40.84526343780518, 1.1200377941131592, 0.04189014434814453] and parameters: {'n_units_1': 72, 'n_units_2': 29, 'learning_rate': 0.000592313957693706}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:07:36,583] Trial 22 finished with values: [252.98259633450152, 210.16373427230835, 1.0371789932250977, 0.03324604034423828] and parameters: {'n_units_1': 100, 'n_units_2': 75, 'learning_rate': 0.0001177458293872354}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 525us/step
[I 2023-12-30 08:07:37,747] Trial 23 finished with values: [419.1148098198188, 333.1310896539879, 1.1263659000396729, 0.03707289695739746] and parameters: {'n_units_1': 51, 'n_units_2': 38, 'learning_rate': 3.97414740437316e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 386us/step
[I 2023-12-30 08:07:38,731] Trial 24 finished with values: [119.13770516604899, 103.65101918907166, 0.95011305809021, 0.032305002212524414] and parameters: {'n_units_1': 15, 'n_units_2': 58, 'learning_rate': 0.00033254869115524545}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 388us/step
[I 2023-12-30 08:07:39,741] Trial 25 finished with values: [300.29408027162384, 248.86196328422548, 0.9756178855895996, 0.033785104751586914] and parameters: {'n_units_1': 79, 'n_units_2': 11, 'learning_rate': 0.0002681361341111856}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 686us/step
[I 2023-12-30 08:07:40,806] Trial 26 finished with values: [7.727992249775571, 6.074376344528199, 1.0273220539093018, 0.03692889213562012] and parameters: {'n_units_1': 76, 'n_units_2': 83, 'learning_rate': 0.006670896456488228}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 468us/step
[I 2023-12-30 08:07:41,846] Trial 27 finished with values: [422.9420645117979, 337.5022321526524, 1.0039517879486084, 0.03534197807312012] and parameters: {'n_units_1': 14, 'n_units_2': 85, 'learning_rate': 1.0997800567317596e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 514us/step
[I 2023-12-30 08:07:42,916] Trial 28 finished with values: [26.29203398604409, 21.308516172180177, 1.0328121185302734, 0.035800933837890625] and parameters: {'n_units_1': 71, 'n_units_2': 96, 'learning_rate': 0.0011291549063045634}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 535us/step
[I 2023-12-30 08:07:43,986] Trial 29 finished with values: [17.272531677927446, 13.97755273452759, 1.0317540168762207, 0.03785991668701172] and parameters: {'n_units_1': 86, 'n_units_2': 38, 'learning_rate': 0.0018924416582134112}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 474us/step
[I 2023-12-30 08:07:45,066] Trial 30 finished with values: [415.7859126266629, 330.38679342629433, 1.043992042541504, 0.035201072692871094] and parameters: {'n_units_1': 97, 'n_units_2': 81, 'learning_rate': 3.195810556880053e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 470us/step
[I 2023-12-30 08:07:46,103] Trial 31 finished with values: [47.537164077694335, 38.71592730300903, 0.9988570213317871, 0.036889076232910156] and parameters: {'n_units_1': 10, 'n_units_2': 93, 'learning_rate': 0.000980187244965789}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 506us/step
[I 2023-12-30 08:07:47,123] Trial 32 finished with values: [6.585546025518882, 5.156847601776124, 0.9849247932434082, 0.03406119346618652] and parameters: {'n_units_1': 60, 'n_units_2': 85, 'learning_rate': 0.008567466948074915}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 490us/step
[I 2023-12-30 08:07:48,149] Trial 33 finished with values: [317.48136458012976, 257.1057675673676, 0.9902529716491699, 0.035115957260131836] and parameters: {'n_units_1': 87, 'n_units_2': 78, 'learning_rate': 0.00011120982957574752}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 396us/step
[I 2023-12-30 08:07:49,142] Trial 34 finished with values: [115.04527393264338, 96.59643395973205, 0.9603159427642822, 0.03220081329345703] and parameters: {'n_units_1': 12, 'n_units_2': 93, 'learning_rate': 0.00029210707530179247}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:07:50,112] Trial 35 finished with values: [422.10569965041077, 336.3870646092486, 0.9366064071655273, 0.032353878021240234] and parameters: {'n_units_1': 16, 'n_units_2': 33, 'learning_rate': 3.955069361975346e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:07:51,112] Trial 36 finished with values: [422.2442434163615, 336.68758824320554, 0.9634602069854736, 0.035223960876464844] and parameters: {'n_units_1': 53, 'n_units_2': 75, 'learning_rate': 1.2200338143223503e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:07:52,114] Trial 37 finished with values: [418.774942253845, 333.4588866293621, 0.9685349464416504, 0.03267312049865723] and parameters: {'n_units_1': 49, 'n_units_2': 69, 'learning_rate': 3.4836080010533196e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:07:53,115] Trial 38 finished with values: [374.89993524589767, 297.20732668338775, 0.9681639671325684, 0.032388925552368164] and parameters: {'n_units_1': 59, 'n_units_2': 100, 'learning_rate': 8.129773040691169e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 396us/step
[I 2023-12-30 08:07:54,079] Trial 39 finished with values: [9.097666794749722, 7.010338805351257, 0.9306108951568604, 0.03256797790527344] and parameters: {'n_units_1': 37, 'n_units_2': 20, 'learning_rate': 0.009615329429563231}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 407us/step
[I 2023-12-30 08:07:55,050] Trial 40 finished with values: [36.91423863550652, 31.058901763305663, 0.9371578693389893, 0.03285717964172363] and parameters: {'n_units_1': 80, 'n_units_2': 32, 'learning_rate': 0.000845549391389834}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 384us/step
[I 2023-12-30 08:07:56,188] Trial 41 finished with values: [199.80401718236496, 164.44652139427183, 1.1059279441833496, 0.03207993507385254] and parameters: {'n_units_1': 15, 'n_units_2': 78, 'learning_rate': 0.0002514676931029125}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:07:57,161] Trial 42 finished with values: [16.244681265475748, 12.656809714355468, 0.9399881362915039, 0.03246474266052246] and parameters: {'n_units_1': 60, 'n_units_2': 42, 'learning_rate': 0.002867921133338387}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 394us/step
[I 2023-12-30 08:07:58,141] Trial 43 finished with values: [311.9621484916595, 255.22303195892334, 0.9457583427429199, 0.03265571594238281] and parameters: {'n_units_1': 87, 'n_units_2': 21, 'learning_rate': 0.00015224728952035666}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 406us/step
[I 2023-12-30 08:07:59,152] Trial 44 finished with values: [419.8127842578166, 333.6949031090927, 0.9782941341400146, 0.032629966735839844] and parameters: {'n_units_1': 79, 'n_units_2': 71, 'learning_rate': 2.2967393710224537e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:08:00,131] Trial 45 finished with values: [371.5689641427922, 292.9616684542847, 0.9448418617248535, 0.03276515007019043] and parameters: {'n_units_1': 31, 'n_units_2': 40, 'learning_rate': 0.00013926317583221954}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:08:01,145] Trial 46 finished with values: [386.2686539288992, 305.6592747428131, 0.9806630611419678, 0.03297615051269531] and parameters: {'n_units_1': 83, 'n_units_2': 63, 'learning_rate': 7.586602025964206e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:08:02,205] Trial 47 finished with values: [8.10454951552962, 6.60597839958191, 1.026494026184082, 0.03309988975524902] and parameters: {'n_units_1': 79, 'n_units_2': 95, 'learning_rate': 0.008430133037725288}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 443us/step
[I 2023-12-30 08:08:03,224] Trial 48 finished with values: [17.10711322214249, 13.485136382751463, 0.9850900173187256, 0.03335404396057129] and parameters: {'n_units_1': 86, 'n_units_2': 52, 'learning_rate': 0.0019084515634309055}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 418us/step
[I 2023-12-30 08:08:04,264] Trial 49 finished with values: [50.39088322101902, 42.12987931564331, 1.0059289932250977, 0.03314685821533203] and parameters: {'n_units_1': 74, 'n_units_2': 77, 'learning_rate': 0.0004027397470827269}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:08:05,241] Trial 50 finished with values: [11.076777985883087, 8.613216910018917, 0.9426989555358887, 0.03356528282165527] and parameters: {'n_units_1': 14, 'n_units_2': 77, 'learning_rate': 0.009615329429563231}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 400us/step
[I 2023-12-30 08:08:06,244] Trial 51 finished with values: [231.9428835319639, 194.5766395252991, 0.9694609642028809, 0.032836198806762695] and parameters: {'n_units_1': 63, 'n_units_2': 84, 'learning_rate': 0.00015224728952035666}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 454us/step
[I 2023-12-30 08:08:07,279] Trial 52 finished with values: [67.03739515311352, 57.147788559722905, 0.9974310398101807, 0.036273956298828125] and parameters: {'n_units_1': 81, 'n_units_2': 73, 'learning_rate': 0.00024107642922713927}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:08:08,281] Trial 53 finished with values: [93.04020011892594, 78.75419460258485, 0.9682250022888184, 0.033408164978027344] and parameters: {'n_units_1': 39, 'n_units_2': 80, 'learning_rate': 0.0002463031966515422}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:09,252] Trial 54 finished with values: [27.05506680851625, 21.597586300811763, 0.9370880126953125, 0.03258705139160156] and parameters: {'n_units_1': 22, 'n_units_2': 63, 'learning_rate': 0.0022035930173651993}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:10,225] Trial 55 finished with values: [403.8984379212814, 320.63408423362733, 0.9397451877593994, 0.032788991928100586] and parameters: {'n_units_1': 34, 'n_units_2': 63, 'learning_rate': 7.835843669854851e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 389us/step
[I 2023-12-30 08:08:11,217] Trial 56 finished with values: [39.54673042510012, 32.883209852294925, 0.959043025970459, 0.03279423713684082] and parameters: {'n_units_1': 86, 'n_units_2': 48, 'learning_rate': 0.0006035051463460702}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:08:12,187] Trial 57 finished with values: [8.603883703001259, 6.709008929672243, 0.9365520477294922, 0.03254389762878418] and parameters: {'n_units_1': 35, 'n_units_2': 83, 'learning_rate': 0.008623824154694709}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:13,172] Trial 58 finished with values: [422.5835314347583, 337.2025873405491, 0.9514181613922119, 0.03273606300354004] and parameters: {'n_units_1': 79, 'n_units_2': 11, 'learning_rate': 1.6373679014648718e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 394us/step
[I 2023-12-30 08:08:14,145] Trial 59 finished with values: [236.5399507205165, 202.480419399128, 0.9401810169219971, 0.03232598304748535] and parameters: {'n_units_1': 16, 'n_units_2': 33, 'learning_rate': 0.00029210707530179247}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 371us/step
[I 2023-12-30 08:08:15,122] Trial 60 finished with values: [416.2256576229151, 330.9855306714964, 0.9433329105377197, 0.032012224197387695] and parameters: {'n_units_1': 20, 'n_units_2': 73, 'learning_rate': 6.057355705806203e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 487us/step
[I 2023-12-30 08:08:16,150] Trial 61 finished with values: [55.300237479147484, 46.24497409225464, 0.9939372539520264, 0.03406095504760742] and parameters: {'n_units_1': 93, 'n_units_2': 100, 'learning_rate': 0.0002591700287784615}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:17,135] Trial 62 finished with values: [20.757181056786077, 16.492084823226932, 0.9514679908752441, 0.03219485282897949] and parameters: {'n_units_1': 32, 'n_units_2': 84, 'learning_rate': 0.002372488114852147}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:08:18,110] Trial 63 finished with values: [48.62660588093525, 39.69909340324402, 0.9418349266052246, 0.032219886779785156] and parameters: {'n_units_1': 23, 'n_units_2': 84, 'learning_rate': 0.0006035051463460702}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 393us/step
[I 2023-12-30 08:08:19,086] Trial 64 finished with values: [380.62778140622214, 304.88981730939867, 0.9417688846588135, 0.03341317176818848] and parameters: {'n_units_1': 59, 'n_units_2': 25, 'learning_rate': 0.00011837586588438587}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:08:20,290] Trial 65 finished with values: [16.509617814119338, 12.981655709381105, 1.1724989414215088, 0.031281232833862305] and parameters: {'n_units_1': 87, 'n_units_2': 77, 'learning_rate': 0.0019084515634309055}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 386us/step
[I 2023-12-30 08:08:21,260] Trial 66 finished with values: [9.003853108943597, 7.150458014373779, 0.937363862991333, 0.03220510482788086] and parameters: {'n_units_1': 90, 'n_units_2': 16, 'learning_rate': 0.006039887349040627}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:08:22,230] Trial 67 finished with values: [51.59257583416148, 43.279103704681404, 0.9358279705047607, 0.03270697593688965] and parameters: {'n_units_1': 26, 'n_units_2': 32, 'learning_rate': 0.000845549391389834}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:08:23,225] Trial 68 finished with values: [26.276700580054904, 21.546226427764893, 0.9589729309082031, 0.03530597686767578] and parameters: {'n_units_1': 51, 'n_units_2': 41, 'learning_rate': 0.0019788045759337575}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:24,232] Trial 69 finished with values: [422.99365349358175, 337.4733614728697, 0.9733202457427979, 0.03328990936279297] and parameters: {'n_units_1': 19, 'n_units_2': 42, 'learning_rate': 1.2578693419729416e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:25,223] Trial 70 finished with values: [8.501586268170563, 6.676392252807617, 0.9558680057525635, 0.03423023223876953] and parameters: {'n_units_1': 59, 'n_units_2': 61, 'learning_rate': 0.006239857593846909}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 412us/step
[I 2023-12-30 08:08:26,233] Trial 71 finished with values: [18.842405969267546, 14.918130892944337, 0.9768900871276855, 0.03268003463745117] and parameters: {'n_units_1': 71, 'n_units_2': 81, 'learning_rate': 0.0017144770261318936}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 392us/step
[I 2023-12-30 08:08:27,207] Trial 72 finished with values: [420.33082897224654, 335.0576237134826, 0.9408690929412842, 0.032431840896606445] and parameters: {'n_units_1': 12, 'n_units_2': 11, 'learning_rate': 9.472228056712864e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 440us/step
[I 2023-12-30 08:08:28,219] Trial 73 finished with values: [167.99680030445543, 144.17455698181152, 0.9758501052856445, 0.0350949764251709] and parameters: {'n_units_1': 86, 'n_units_2': 52, 'learning_rate': 0.00017824059129982318}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 393us/step
[I 2023-12-30 08:08:29,220] Trial 74 finished with values: [21.079712783721533, 16.961146983413695, 0.9667150974273682, 0.03314089775085449] and parameters: {'n_units_1': 94, 'n_units_2': 33, 'learning_rate': 0.0015476121869061423}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 392us/step
[I 2023-12-30 08:08:30,192] Trial 75 finished with values: [18.41851591576573, 14.142846853027345, 0.9391441345214844, 0.032881736755371094] and parameters: {'n_units_1': 60, 'n_units_2': 26, 'learning_rate': 0.00318690790669733}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:08:31,192] Trial 76 finished with values: [27.962383935881594, 22.244470549163815, 0.9655358791351318, 0.03304314613342285] and parameters: {'n_units_1': 86, 'n_units_2': 47, 'learning_rate': 0.0011291549063045634}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:08:32,184] Trial 77 finished with values: [421.33040735342314, 335.73455977382184, 0.9596390724182129, 0.03220510482788086] and parameters: {'n_units_1': 87, 'n_units_2': 46, 'learning_rate': 1.2578693419729416e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 420us/step
[I 2023-12-30 08:08:33,157] Trial 78 finished with values: [25.819672310509446, 20.818396122131347, 0.9400150775909424, 0.03227972984313965] and parameters: {'n_units_1': 51, 'n_units_2': 40, 'learning_rate': 0.0015476121869061423}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:08:34,152] Trial 79 finished with values: [9.756039473030294, 7.533162210998535, 0.960853099822998, 0.032547950744628906] and parameters: {'n_units_1': 57, 'n_units_2': 84, 'learning_rate': 0.005837570912806298}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:08:35,118] Trial 80 finished with values: [421.5899059623814, 336.19525864647744, 0.9329249858856201, 0.03245997428894043] and parameters: {'n_units_1': 37, 'n_units_2': 20, 'learning_rate': 3.4335252332657e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:08:36,113] Trial 81 finished with values: [27.142971527829765, 21.945161195983882, 0.961381196975708, 0.0333249568939209] and parameters: {'n_units_1': 71, 'n_units_2': 59, 'learning_rate': 0.0011291549063045634}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:37,114] Trial 82 finished with values: [58.06422711310522, 48.806456794281004, 0.9687297344207764, 0.03198838233947754] and parameters: {'n_units_1': 77, 'n_units_2': 64, 'learning_rate': 0.0003380815469882718}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:38,086] Trial 83 finished with values: [366.170522870642, 293.21770162521364, 0.9388320446014404, 0.0318911075592041] and parameters: {'n_units_1': 40, 'n_units_2': 59, 'learning_rate': 0.0001177458293872354}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 452us/step
[I 2023-12-30 08:08:39,095] Trial 84 finished with values: [418.3452215074489, 332.8923812192869, 0.9723060131072998, 0.03603506088256836] and parameters: {'n_units_1': 53, 'n_units_2': 89, 'learning_rate': 3.2333564289053185e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 395us/step
[I 2023-12-30 08:08:40,115] Trial 85 finished with values: [422.32320715407485, 336.64682410569907, 0.9857218265533447, 0.03329610824584961] and parameters: {'n_units_1': 16, 'n_units_2': 59, 'learning_rate': 2.2769547439620164e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 393us/step
[I 2023-12-30 08:08:41,090] Trial 86 finished with values: [421.92011357804034, 336.424799001981, 0.9412438869476318, 0.03288388252258301] and parameters: {'n_units_1': 60, 'n_units_2': 53, 'learning_rate': 1.5911507879736392e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:42,099] Trial 87 finished with values: [41.019430438191335, 34.679341820983886, 0.976093053817749, 0.03223919868469238] and parameters: {'n_units_1': 74, 'n_units_2': 77, 'learning_rate': 0.0005675768284739388}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:08:43,130] Trial 88 finished with values: [9.80634092994079, 7.7703978681945785, 0.9966211318969727, 0.03328990936279297] and parameters: {'n_units_1': 69, 'n_units_2': 82, 'learning_rate': 0.0037884953625345746}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:08:44,149] Trial 89 finished with values: [9.267987690742446, 7.1856048052215575, 0.9851951599121094, 0.03302502632141113] and parameters: {'n_units_1': 80, 'n_units_2': 71, 'learning_rate': 0.0038159972641811043}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:08:45,148] Trial 90 finished with values: [53.190785103563265, 44.29460285736084, 0.9649760723114014, 0.033307790756225586] and parameters: {'n_units_1': 59, 'n_units_2': 63, 'learning_rate': 0.0004013654700120465}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 384us/step
[I 2023-12-30 08:08:46,125] Trial 91 finished with values: [264.0948149210247, 225.7726671975708, 0.9446477890014648, 0.03228116035461426] and parameters: {'n_units_1': 79, 'n_units_2': 11, 'learning_rate': 0.0002681361341111856}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 386us/step
[I 2023-12-30 08:08:47,143] Trial 92 finished with values: [12.110985852734949, 9.706139457550048, 0.9833080768585205, 0.03310585021972656] and parameters: {'n_units_1': 74, 'n_units_2': 77, 'learning_rate': 0.0025829480926188113}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 388us/step
[I 2023-12-30 08:08:48,347] Trial 93 finished with values: [27.653534667994574, 22.35590758522034, 1.171882152557373, 0.03220772743225098] and parameters: {'n_units_1': 51, 'n_units_2': 48, 'learning_rate': 0.0015476121869061423}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 412us/step
[I 2023-12-30 08:08:49,314] Trial 94 finished with values: [9.835533957461616, 7.6031298466491695, 0.9332149028778076, 0.0325169563293457] and parameters: {'n_units_1': 26, 'n_units_2': 59, 'learning_rate': 0.008567466948074915}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:50,363] Trial 95 finished with values: [421.642783883342, 336.1326581886601, 1.0157427787780762, 0.032618045806884766] and parameters: {'n_units_1': 89, 'n_units_2': 100, 'learning_rate': 1.0997800567317596e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 396us/step
[I 2023-12-30 08:08:51,369] Trial 96 finished with values: [422.42524624884464, 336.67950489284516, 0.9725511074066162, 0.0321507453918457] and parameters: {'n_units_1': 53, 'n_units_2': 100, 'learning_rate': 1.2200338143223503e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:08:52,367] Trial 97 finished with values: [417.8836326887754, 332.1540172851276, 0.9654748439788818, 0.03253507614135742] and parameters: {'n_units_1': 75, 'n_units_2': 64, 'learning_rate': 2.667778987553956e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:08:53,379] Trial 98 finished with values: [8.440255541885708, 6.5890027900695785, 0.9783499240875244, 0.032729148864746094] and parameters: {'n_units_1': 96, 'n_units_2': 59, 'learning_rate': 0.005837570912806298}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:08:54,364] Trial 99 finished with values: [421.17841740586334, 335.69357745381114, 0.9515540599822998, 0.03223609924316406] and parameters: {'n_units_1': 44, 'n_units_2': 75, 'learning_rate': 1.9096678203386274e-05}. 
Best Lasso Params: {'alpha': 0.15590150110939388}
Best Lasso Alpha: 0.15590150110939388
Lasso RMSE: 0.0007706147022338535
Lasso MAE: 0.0006009199542745059
Lasso Training Time: 0.004982948303222656
Lasso Testing Time: 0.005544185638427734
Best Ridge Params: {'alpha': 1.2651685887807377e-05}
Best Ridge Alpha: 1.2651685887807377e-05
Ridge RMSE: 2.1019231782624017e-10
Ridge MAE: 1.5577892753526613e-10
Ridge Training Time: 0.0016109943389892578
Ridge Testing Time: 0.0023238658905029297
Best Neural Network Params: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}
Best Neural Network RMSE: 6.101408553445697
Best Neural Network MAE: 4.7383009071350095
Neural Network Training Time: 1.128363847732544
Neural Network Testing Time: 0.05013084411621094
In [37]:
# Print results for Lasso Regression
print(f"Optimized Lasso Regression RMSE: {lasso_rmse}")
print(f"Optimized Lasso Regression MAE: {lasso_mae}")
print(f"Best Lasso Hyperparameters: {best_lasso_params}")
print(f"Lasso Training Time: {lasso_training_time} seconds")
print(f"Lasso Testing Time: {lasso_testing_time} seconds")
print()

# Print results for Ridge Regression
print(f"Optimized Ridge Regression RMSE: {ridge_rmse}")
print(f"Optimized Ridge Regression MAE: {ridge_mae}")
print(f"Best Ridge Hyperparameters: {best_ridge_params}")
print(f"Ridge Training Time: {ridge_training_time} seconds")
print(f"Ridge Testing Time: {ridge_testing_time} seconds")
print()

# Print results for Neural Network
print(f"Optimized Neural Network RMSE: {best_nn_rmse}")
print(f"Optimized Neural Network MAE: {best_nn_mae}")
print(f"Best Neural Network Hyperparameters: {best_nn_params}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
Optimized Lasso Regression RMSE: 0.0007706147022338535
Optimized Lasso Regression MAE: 0.0006009199542745059
Best Lasso Hyperparameters: {'alpha': 0.15590150110939388}
Lasso Training Time: 0.004982948303222656 seconds
Lasso Testing Time: 0.005544185638427734 seconds

Optimized Ridge Regression RMSE: 2.1019231782624017e-10
Optimized Ridge Regression MAE: 1.5577892753526613e-10
Best Ridge Hyperparameters: {'alpha': 1.2651685887807377e-05}
Ridge Training Time: 0.0016109943389892578 seconds
Ridge Testing Time: 0.0023238658905029297 seconds

Optimized Neural Network RMSE: 6.101408553445697
Optimized Neural Network MAE: 4.7383009071350095
Best Neural Network Hyperparameters: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}
Neural Network Training Time: 1.128363847732544 seconds
Neural Network Testing Time: 0.05013084411621094 seconds
In [38]:
# Visualize optimization history for Lasso
plt.figure(figsize=(10, 5))
for objective in lasso_study.directions:
    trials = lasso_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Lasso Study')
plt.legend()
plt.show()

# Visualize optimization history for Ridge
plt.figure(figsize=(10, 5))
for objective in ridge_study.directions:
    trials = ridge_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Ridge Study')
plt.legend()
plt.show()

# Visualize optimization history for Neural Network
plt.figure(figsize=(10, 5))
for objective in nn_study.directions:
    trials = nn_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Neural Network Study')
plt.legend()
plt.show()

Particle swarm optimisation¶

In [39]:
import numpy as np
import pyswarms as ps
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
import time

# Assuming X and y are your features and target variable
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Lasso
def lasso_objective(params):
    alpha = params[0][0]  # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    lasso_model.fit(X_train, y_train)
    y_pred = lasso_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

# Ridge Regression
def ridge_objective(params):
    alpha = params[0][0]   # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    
    ridge_model = Ridge(alpha=alpha)
    ridge_model.fit(X_train, y_train)
    y_pred = ridge_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

def nn_objective(params):
    # Assuming params contains hyperparameters for the neural network
    hidden_layer_sizes = tuple(np.maximum(params[0].astype(int), 1))  # Replace zero or negative values with 1
    
    # Ensure that hidden_layer_sizes is a tuple of integers
    hidden_layer_sizes = tuple(int(size) for size in hidden_layer_sizes)
    
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=1000)
    nn_model.fit(X_train, y_train)
    y_pred = nn_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae


# Set up PSO options
options = {'c1': 0.5, 'c2': 0.3, 'w': 0.9}

# Lasso Optimization
start_time = time.time()
dimensions_lasso = (1)  # Only one parameter, alpha
center_lasso = [0.5]  # Set the center as a scalar
optimizer_lasso = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_lasso, options=options, center=center_lasso)
best_params_lasso = optimizer_lasso.optimize(lasso_objective, iters=100)
lasso_training_time = time.time() - start_time

# Ridge Optimization
start_time = time.time()
dimensions_ridge = (1)  # Only one parameter, alpha
center_ridge = [0.5]  # Set the center as a scalar
optimizer_ridge = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_ridge, options=options, center=center_ridge)
best_params_ridge = optimizer_ridge.optimize(ridge_objective, iters=100)
ridge_training_time = time.time() - start_time

# Neural Network Optimization
start_time = time.time()
dimensions_nn = (3)  # Example: Three hidden layers
center_nn = [0.5]  # Set the center as a scalar
optimizer_nn = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_nn, options=options, center=center_nn)
best_params_nn = optimizer_nn.optimize(nn_objective, iters=100)
nn_training_time = time.time() - start_time

# Extract best hyperparameters
best_alpha_lasso = best_params_lasso[0]
best_alpha_ridge = best_params_ridge[0]

if hasattr(best_params_nn[0], '__iter__'):
    # Ensure that all elements are at least 1
    best_hidden_layer_sizes_nn = tuple(max(1, int(param)) for param in best_params_nn[0])
else:
    best_hidden_layer_sizes_nn = (max(1, int(best_params_nn[0])),)
    
# Train final models with best hyperparameters
start_time = time.time()
final_lasso_model = Lasso(alpha=best_alpha_lasso)
final_lasso_model.fit(X_train, y_train)
lasso_testing_time = time.time() - start_time

start_time = time.time()
final_ridge_model = Ridge(alpha=np.clip(best_alpha_ridge, 0.0, np.inf))
final_ridge_model.fit(X_train, y_train)
ridge_testing_time = time.time() - start_time

start_time = time.time()
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, max_iter=1000)
final_nn_model.fit(X_train, y_train)
nn_testing_time = time.time() - start_time

# Evaluate final models on test set
y_pred_lasso = final_lasso_model.predict(X_test)
rmse_lasso, mae_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False), mean_absolute_error(y_test, y_pred_lasso)

y_pred_ridge = final_ridge_model.predict(X_test)
rmse_ridge, mae_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False), mean_absolute_error(y_test, y_pred_ridge)

y_pred_nn = final_nn_model.predict(X_test)
rmse_nn, mae_nn = mean_squared_error(y_test, y_pred_nn, squared=False), mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"Optimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {lasso_training_time:.4f} seconds")
print(f"Testing time for Lasso: {lasso_testing_time:.4f} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {ridge_training_time:.4f} seconds")
print(f"Testing time for Ridge: {ridge_testing_time:.4f} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {nn_training_time:.4f} seconds")
print(f"Testing time for Neural Network: {nn_testing_time:.4f} seconds")
2023-12-30 08:08:54,678 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|███████████████████|100/100, best_cost=0.00146
2023-12-30 08:08:56,257 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 0.0014615798944442138, best pos: [0.17614003]
2023-12-30 08:08:56,272 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████|100/100, best_cost=2.21e-13
2023-12-30 08:08:56,942 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 2.2056468595357663e-13, best pos: [-0.31631752]
2023-12-30 08:08:56,949 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████████|100/100, best_cost=1.63
2023-12-30 08:09:41,450 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 1.6298119860984888, best pos: [ 0.0326918  -0.25104825 -0.01971938]
Optimal alpha for Lasso: 0.0014615798944442138
RMSE for Lasso on test set: 0.019228875375849462
MAE for Lasso on test set: 0.01381462109880304
Training time for Lasso: 1.5822 seconds
Testing time for Lasso: 0.0220 seconds

Optimal alpha for Ridge: 2.2056468595357663e-13
RMSE for Ridge on test set: 1.433006450860558e-13
MAE for Ridge on test set: 1.0966338948037446e-13
Training time for Ridge: 0.6857 seconds
Testing time for Ridge: 0.0034 seconds

Optimal hidden layer sizes for Neural Network: (1,)
RMSE for Neural Network on test set: 418.80592089671035
MAE for Neural Network on test set: 332.173739237135
Training time for Neural Network: 44.5070 seconds
Testing time for Neural Network: 0.3695 seconds

Differential Evolution Optimisation¶

In [40]:
import time
import numpy as np
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
from scipy.optimize import differential_evolution

# Assuming X and y are your features and target variable
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Lasso
def lasso_objective(alpha_array):
    alpha = np.clip(alpha_array[0], 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    start_time = time.time()
    lasso_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = lasso_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Lasso: {training_time} seconds")
    print(f"Testing time for Lasso: {testing_time} seconds")
    print(f"RMSE for Lasso: {rmse}")
    print(f"MAE for Lasso: {mae}")
    
    return rmse

# Ridge
def ridge_objective(alpha):
    alpha = np.clip(alpha, 0.0, np.inf)
    ridge_model = Ridge(alpha=alpha)
    start_time = time.time()
    ridge_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = ridge_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Ridge: {training_time} seconds")
    print(f"Testing time for Ridge: {testing_time} seconds")
    print(f"RMSE for Ridge: {rmse}")
    print(f"MAE for Ridge: {mae}")
    
    return rmse

# Neural Network
def nn_objective(params):
    hidden_layer_sizes = tuple(np.maximum(params.astype(int), 1))
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=100)
    start_time = time.time()
    nn_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = nn_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Neural Network: {training_time} seconds")
    print(f"Testing time for Neural Network: {testing_time} seconds")
    print(f"RMSE for Neural Network: {rmse}")
    print(f"MAE for Neural Network: {mae}")
    
    return rmse

# Differential Evolution Optimization
result_lasso = differential_evolution(lasso_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_ridge = differential_evolution(ridge_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_nn = differential_evolution(nn_objective, bounds=[(10, 100), (10, 100), (1e-5, 1e-2)], maxiter=50)

# Extract best hyperparameters
best_alpha_lasso = np.clip(result_lasso.x[0], 0.0, np.inf)
best_alpha_ridge = np.clip(result_ridge.x[0], 0.0, np.inf)
best_hidden_layer_sizes_nn = tuple(np.maximum(result_nn.x[:2].astype(int), 1))
best_learning_rate_nn = result_nn.x[2]

# Train final models with best hyperparameters
final_lasso_model = Lasso(alpha=best_alpha_lasso)
start_time = time.time()
final_lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time_lasso = end_time - start_time

final_ridge_model = Ridge(alpha=best_alpha_ridge)
start_time = time.time()
final_ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time_ridge = end_time - start_time

final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, learning_rate_init=best_learning_rate_nn, max_iter=1000)
start_time = time.time()
final_nn_model.fit(X_train, y_train)
end_time = time.time()
training_time_nn = end_time - start_time

# Evaluate final models on test set
start_time = time.time()
y_pred_lasso = final_lasso_model.predict(X_test)
end_time = time.time()
testing_time_lasso = end_time - start_time
rmse_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False)
mae_lasso = mean_absolute_error(y_test, y_pred_lasso)

start_time = time.time()
y_pred_ridge = final_ridge_model.predict(X_test)
end_time = time.time()
testing_time_ridge = end_time - start_time
rmse_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False)
mae_ridge = mean_absolute_error(y_test, y_pred_ridge)

start_time = time.time()
y_pred_nn = final_nn_model.predict(X_test)
end_time = time.time()
testing_time_nn = end_time - start_time
rmse_nn = mean_squared_error(y_test, y_pred_nn, squared=False)
mae_nn = mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"\nOptimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {training_time_lasso} seconds")
print(f"Testing time for Lasso: {testing_time_lasso} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {training_time_ridge} seconds")
print(f"Testing time for Ridge: {testing_time_ridge} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"Optimal learning rate for Neural Network: {best_learning_rate_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {training_time_nn} seconds")
print(f"Testing time for Neural Network: {testing_time_nn} seconds")
Training time for Lasso: 0.013217926025390625 seconds
Testing time for Lasso: 0.0018401145935058594 seconds
RMSE for Lasso: 0.06660286920314977
MAE for Lasso: 0.0546120846805201
Training time for Lasso: 0.0022416114807128906 seconds
Testing time for Lasso: 0.0013310909271240234 seconds
RMSE for Lasso: 0.26520780321410825
MAE for Lasso: 0.21746136736073093
Training time for Lasso: 0.003058910369873047 seconds
Testing time for Lasso: 0.00041985511779785156 seconds
RMSE for Lasso: 0.17306587944829963
MAE for Lasso: 0.1419081276350357
Training time for Lasso: 0.0033349990844726562 seconds
Testing time for Lasso: 0.0002942085266113281 seconds
RMSE for Lasso: 0.028164622393643042
MAE for Lasso: 0.02309403125659493
Training time for Lasso: 0.0033559799194335938 seconds
Testing time for Lasso: 0.00028896331787109375 seconds
RMSE for Lasso: 0.04976331924406295
MAE for Lasso: 0.04080422716100963
Training time for Lasso: 0.002195119857788086 seconds
Testing time for Lasso: 0.0003421306610107422 seconds
RMSE for Lasso: 0.2908732687258786
MAE for Lasso: 0.2385061750794295
Training time for Lasso: 0.004409074783325195 seconds
Testing time for Lasso: 0.0003027915954589844 seconds
RMSE for Lasso: 0.14003153186698009
MAE for Lasso: 0.11482108755611184
Training time for Lasso: 0.0009222030639648438 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.2031521558236474
MAE for Lasso: 0.16657784971743098
Training time for Lasso: 0.0007281303405761719 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.42531884899895195
MAE for Lasso: 0.3487469725501892
Training time for Lasso: 0.0007367134094238281 seconds
Testing time for Lasso: 0.00028204917907714844 seconds
RMSE for Lasso: 0.3703989309410371
MAE for Lasso: 0.3037145099624569
Training time for Lasso: 0.0007479190826416016 seconds
Testing time for Lasso: 0.0003008842468261719 seconds
RMSE for Lasso: 0.34471470296274026
MAE for Lasso: 0.28265431766013316
Training time for Lasso: 0.0012760162353515625 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.1071038831874051
MAE for Lasso: 0.08782153694313294
Training time for Lasso: 0.0007963180541992188 seconds
Testing time for Lasso: 0.0002758502960205078 seconds
RMSE for Lasso: 0.3094595165478303
MAE for Lasso: 0.2537462653651808
Training time for Lasso: 0.0008690357208251953 seconds
Testing time for Lasso: 0.00027871131896972656 seconds
RMSE for Lasso: 0.22295962805797503
MAE for Lasso: 0.18281930243427005
Training time for Lasso: 0.0007951259613037109 seconds
Testing time for Lasso: 0.00030803680419921875 seconds
RMSE for Lasso: 0.4427779590786887
MAE for Lasso: 0.36306284827039265
Training time for Lasso: 0.0014231204986572266 seconds
Testing time for Lasso: 0.000396728515625 seconds
RMSE for Lasso: 0.11540001316496137
MAE for Lasso: 0.09462408101181746
Training time for Lasso: 0.001451730728149414 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.1043319949808533
MAE for Lasso: 0.08554868300648201
Training time for Lasso: 0.002635955810546875 seconds
Testing time for Lasso: 0.0009341239929199219 seconds
RMSE for Lasso: 0.0022797717805173386
MAE for Lasso: 0.0018578427314651336
Training time for Lasso: 0.001405954360961914 seconds
Testing time for Lasso: 0.0003299713134765625 seconds
RMSE for Lasso: 0.3073762077863735
MAE for Lasso: 0.25203802312490636
Training time for Lasso: 0.005915164947509766 seconds
Testing time for Lasso: 0.0002980232238769531 seconds
RMSE for Lasso: 0.01444908371697278
MAE for Lasso: 0.011847756604896587
Training time for Lasso: 0.0008299350738525391 seconds
Testing time for Lasso: 0.00028705596923828125 seconds
RMSE for Lasso: 0.2873489606713283
MAE for Lasso: 0.2356163624900045
Training time for Lasso: 0.0012328624725341797 seconds
Testing time for Lasso: 0.0009641647338867188 seconds
RMSE for Lasso: 0.16031092740348976
MAE for Lasso: 0.13144950131006022
Training time for Lasso: 0.002084970474243164 seconds
Testing time for Lasso: 0.0008919239044189453 seconds
RMSE for Lasso: 0.24730312538979443
MAE for Lasso: 0.20278014126315974
Training time for Lasso: 0.004168033599853516 seconds
Testing time for Lasso: 0.0002970695495605469 seconds
RMSE for Lasso: 0.08836775160835499
MAE for Lasso: 0.07245854708064911
Training time for Lasso: 0.001032114028930664 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.16089710632147244
MAE for Lasso: 0.1319301480613121
Training time for Lasso: 0.0025458335876464844 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.038148559653456225
MAE for Lasso: 0.03128051982084673
Training time for Lasso: 0.0010650157928466797 seconds
Testing time for Lasso: 0.0009987354278564453 seconds
RMSE for Lasso: 0.1764740315126278
MAE for Lasso: 0.14470269626801147
Training time for Lasso: 0.006614208221435547 seconds
Testing time for Lasso: 0.0003147125244140625 seconds
RMSE for Lasso: 0.05963377739889701
MAE for Lasso: 0.04889766672355342
Training time for Lasso: 0.001544952392578125 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.08701122373370088
MAE for Lasso: 0.07134624041805698
Training time for Lasso: 0.0010209083557128906 seconds
Testing time for Lasso: 0.0002753734588623047 seconds
RMSE for Lasso: 0.20020116330126253
MAE for Lasso: 0.16415813634093246
Training time for Lasso: 0.001950979232788086 seconds
Testing time for Lasso: 0.0002758502960205078 seconds
RMSE for Lasso: 0.054643554715940484
MAE for Lasso: 0.044805854058469895
Training time for Lasso: 0.0010480880737304688 seconds
Testing time for Lasso: 0.00029587745666503906 seconds
RMSE for Lasso: 0.21043060646834183
MAE for Lasso: 0.17254593138879637
Training time for Lasso: 0.0011572837829589844 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.11964664941676226
MAE for Lasso: 0.0981061781251287
Training time for Lasso: 0.0009851455688476562 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.17104537462611374
MAE for Lasso: 0.14025138248626462
Training time for Lasso: 0.010523796081542969 seconds
Testing time for Lasso: 0.00029015541076660156 seconds
RMSE for Lasso: 0.0019399606925252486
MAE for Lasso: 0.0015907017052620186
Training time for Lasso: 0.0007679462432861328 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.34461543368388753
MAE for Lasso: 0.2825729202319483
Training time for Lasso: 0.0008001327514648438 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.26836338216252903
MAE for Lasso: 0.22004883463968497
Training time for Lasso: 0.0018568038940429688 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.058077408101698653
MAE for Lasso: 0.04762149689978962
Training time for Lasso: 0.0007479190826416016 seconds
Testing time for Lasso: 0.00029087066650390625 seconds
RMSE for Lasso: 0.3781361363252251
MAE for Lasso: 0.3100587548979642
Training time for Lasso: 0.0013737678527832031 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.09841690130790536
MAE for Lasso: 0.08069850762476992
Training time for Lasso: 0.0014789104461669922 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.08205271096742639
MAE for Lasso: 0.06728042880482246
Training time for Lasso: 0.0007686614990234375 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.3002528527075477
MAE for Lasso: 0.2461971145359979
Training time for Lasso: 0.003409147262573242 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.026714954433797757
MAE for Lasso: 0.021905352895904163
Training time for Lasso: 0.005434751510620117 seconds
Testing time for Lasso: 0.0010030269622802734 seconds
RMSE for Lasso: 0.03778149357335774
MAE for Lasso: 0.030979538135076545
Training time for Lasso: 0.002547025680541992 seconds
Testing time for Lasso: 0.001127004623413086 seconds
RMSE for Lasso: 0.24007992357049124
MAE for Lasso: 0.19685736174719537
Training time for Lasso: 0.0028159618377685547 seconds
Testing time for Lasso: 0.0008680820465087891 seconds
RMSE for Lasso: 0.33563594166568267
MAE for Lasso: 0.27521004256086146
Training time for Lasso: 0.008311033248901367 seconds
Testing time for Lasso: 0.0003178119659423828 seconds
RMSE for Lasso: 0.014737959987560893
MAE for Lasso: 0.012084625309515857
Training time for Lasso: 0.001703023910522461 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.06441459306410915
MAE for Lasso: 0.05281777276514133
Training time for Lasso: 0.0018849372863769531 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.06125593286700792
MAE for Lasso: 0.050227778967200425
Training time for Lasso: 0.0034987926483154297 seconds
Testing time for Lasso: 0.0009846687316894531 seconds
RMSE for Lasso: 0.03799056413072426
MAE for Lasso: 0.031150968872520002
Training time for Lasso: 0.008426904678344727 seconds
Testing time for Lasso: 0.0003020763397216797 seconds
RMSE for Lasso: 0.027845361446794233
MAE for Lasso: 0.022832248152154015
Training time for Lasso: 0.0035729408264160156 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.02519256483534138
MAE for Lasso: 0.020657045267976796
Training time for Lasso: 0.003139972686767578 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.06730424486833834
MAE for Lasso: 0.055187188841623554
Training time for Lasso: 0.0052700042724609375 seconds
Testing time for Lasso: 0.0009279251098632812 seconds
RMSE for Lasso: 0.11262419999597344
MAE for Lasso: 0.09234800873962319
Training time for Lasso: 0.009500980377197266 seconds
Testing time for Lasso: 0.0010709762573242188 seconds
RMSE for Lasso: 0.0567127414448513
MAE for Lasso: 0.04650251671295717
Training time for Lasso: 0.015332937240600586 seconds
Testing time for Lasso: 0.0012290477752685547 seconds
RMSE for Lasso: 0.02047814717273855
MAE for Lasso: 0.016791383327443593
Training time for Lasso: 0.0034182071685791016 seconds
Testing time for Lasso: 0.0009138584136962891 seconds
RMSE for Lasso: 0.3824361348173756
MAE for Lasso: 0.3135846072311879
Training time for Lasso: 0.008807897567749023 seconds
Testing time for Lasso: 0.0004439353942871094 seconds
RMSE for Lasso: 0.06172559900408332
MAE for Lasso: 0.05061288920579326
Training time for Lasso: 0.0035467147827148438 seconds
Testing time for Lasso: 0.0010018348693847656 seconds
RMSE for Lasso: 0.3039929844811438
MAE for Lasso: 0.24926389522547876
Training time for Lasso: 0.014648199081420898 seconds
Testing time for Lasso: 0.0012378692626953125 seconds
RMSE for Lasso: 0.010562356334322112
MAE for Lasso: 0.00866077250810111
Training time for Lasso: 0.0014526844024658203 seconds
Testing time for Lasso: 0.0003032684326171875 seconds
RMSE for Lasso: 0.21525917812531978
MAE for Lasso: 0.1765051957173656
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MAE for Ridge: 1.2330074738997608e-10
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RMSE for Ridge: 1.664478478175425e-10
MAE for Ridge: 1.2335706678356927e-10
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Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 423.47107538470914
MAE for Neural Network: 338.03660356257365
Training time for Neural Network: 0.29569101333618164 seconds
Testing time for Neural Network: 0.0005631446838378906 seconds
RMSE for Neural Network: 424.1309301847874
MAE for Neural Network: 338.86286252708715
Training time for Neural Network: 0.40485405921936035 seconds
Testing time for Neural Network: 0.0005939006805419922 seconds
RMSE for Neural Network: 0.14714315364188071
MAE for Neural Network: 0.11042543649303972
Training time for Neural Network: 0.2833099365234375 seconds
Testing time for Neural Network: 0.0005228519439697266 seconds
RMSE for Neural Network: 19.499351028734413
MAE for Neural Network: 16.420743991901354
Training time for Neural Network: 0.4356839656829834 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 0.5518338400687758
MAE for Neural Network: 0.4532648684790723
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Testing time for Neural Network: 0.0004940032958984375 seconds
RMSE for Neural Network: 422.13567865317145
MAE for Neural Network: 336.3621929596312
Training time for Neural Network: 0.3237619400024414 seconds
Testing time for Neural Network: 0.0005481243133544922 seconds
RMSE for Neural Network: 423.13326976307815
MAE for Neural Network: 337.6133256271624
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Testing time for Neural Network: 0.0005309581756591797 seconds
RMSE for Neural Network: 422.44277621093477
MAE for Neural Network: 336.7475209016993
Training time for Neural Network: 0.4510221481323242 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
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MAE for Neural Network: 336.81108960141285
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Testing time for Neural Network: 0.0005519390106201172 seconds
RMSE for Neural Network: 0.2664998522334592
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Testing time for Neural Network: 0.0005998611450195312 seconds
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MAE for Neural Network: 339.03645718642105
Training time for Neural Network: 0.13077878952026367 seconds
Testing time for Neural Network: 0.00045013427734375 seconds
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MAE for Neural Network: 337.3447900347853
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MAE for Neural Network: 337.35233775917425
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Testing time for Neural Network: 0.0005350112915039062 seconds
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MAE for Neural Network: 0.5159002133849079
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Testing time for Neural Network: 0.0007963180541992188 seconds
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MAE for Neural Network: 338.82020759255755
Training time for Neural Network: 0.1531238555908203 seconds
Testing time for Neural Network: 0.00046706199645996094 seconds
RMSE for Neural Network: 423.51713128204165
MAE for Neural Network: 338.0942977188593
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Testing time for Neural Network: 0.0007550716400146484 seconds
RMSE for Neural Network: 423.15811339236217
MAE for Neural Network: 337.64446180919623
Training time for Neural Network: 0.20242595672607422 seconds
Testing time for Neural Network: 0.0015990734100341797 seconds
RMSE for Neural Network: 1.4347859000659378
MAE for Neural Network: 1.2113075045525183
Training time for Neural Network: 0.3220350742340088 seconds
Testing time for Neural Network: 0.002298116683959961 seconds
RMSE for Neural Network: 0.49867526271223267
MAE for Neural Network: 0.4061259561394033
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Testing time for Neural Network: 0.0004029273986816406 seconds
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MAE for Neural Network: 336.1690704638173
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Testing time for Neural Network: 0.0005578994750976562 seconds
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MAE for Neural Network: 5.349023613320899
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Testing time for Neural Network: 0.0005958080291748047 seconds
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MAE for Neural Network: 338.2273376254345
Training time for Neural Network: 0.37331676483154297 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 8.650473385044565
MAE for Neural Network: 7.276884991082161
Training time for Neural Network: 0.28048205375671387 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 23.80099108034386
MAE for Neural Network: 19.315644554405175
Training time for Neural Network: 0.40407824516296387 seconds
Testing time for Neural Network: 0.0014278888702392578 seconds
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MAE for Neural Network: 337.18928110009057
Training time for Neural Network: 0.08052706718444824 seconds
Testing time for Neural Network: 0.0009121894836425781 seconds
RMSE for Neural Network: 0.8819181097126942
MAE for Neural Network: 0.7074949418078924
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Testing time for Neural Network: 0.001165151596069336 seconds
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Training time for Neural Network: 0.3339269161224365 seconds
Testing time for Neural Network: 0.0005459785461425781 seconds
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MAE for Neural Network: 0.7175255529554073
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Testing time for Neural Network: 0.0004589557647705078 seconds
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MAE for Neural Network: 338.67151175710495
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Testing time for Neural Network: 0.0013670921325683594 seconds
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MAE for Neural Network: 15.476394484427132
Training time for Neural Network: 0.30124998092651367 seconds
Testing time for Neural Network: 0.0025658607482910156 seconds
RMSE for Neural Network: 46.49818276549506
MAE for Neural Network: 33.334189947981606
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Testing time for Neural Network: 0.0004971027374267578 seconds
RMSE for Neural Network: 424.2731401989572
MAE for Neural Network: 339.0408399513583
Training time for Neural Network: 0.31456589698791504 seconds
Testing time for Neural Network: 0.0007178783416748047 seconds
RMSE for Neural Network: 423.21453563941856
MAE for Neural Network: 337.7151711681417
Training time for Neural Network: 0.292525053024292 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 11.369958806434937
MAE for Neural Network: 9.475881846706777
Training time for Neural Network: 0.3353579044342041 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 0.6040058245193132
MAE for Neural Network: 0.48901409021767006
Training time for Neural Network: 0.2693779468536377 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 422.1767351413046
MAE for Neural Network: 336.4137175491062
Training time for Neural Network: 0.4926261901855469 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 0.14355271212575615
MAE for Neural Network: 0.10719121637393997
Training time for Neural Network: 0.31485795974731445 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 422.9606611488202
MAE for Neural Network: 337.39696877726334
Training time for Neural Network: 0.41774702072143555 seconds
Testing time for Neural Network: 0.002487659454345703 seconds
RMSE for Neural Network: 422.78030596363476
MAE for Neural Network: 337.1708480449387
Training time for Neural Network: 0.1738111972808838 seconds
Testing time for Neural Network: 0.0004889965057373047 seconds
RMSE for Neural Network: 424.18859804142545
MAE for Neural Network: 338.9350385678479
Training time for Neural Network: 0.11643409729003906 seconds
Testing time for Neural Network: 0.00133514404296875 seconds
RMSE for Neural Network: 0.6628229494305385
MAE for Neural Network: 0.5181860121625192
Training time for Neural Network: 0.0958859920501709 seconds
Testing time for Neural Network: 0.00047707557678222656 seconds
RMSE for Neural Network: 423.79153995747686
MAE for Neural Network: 338.4379751153351
Training time for Neural Network: 0.28334522247314453 seconds
Testing time for Neural Network: 0.000560760498046875 seconds
RMSE for Neural Network: 0.3459370810528293
MAE for Neural Network: 0.28552184627059257
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Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 422.4792783561601
MAE for Neural Network: 336.79331095047047
Training time for Neural Network: 0.27849721908569336 seconds
Testing time for Neural Network: 0.0005328655242919922 seconds
RMSE for Neural Network: 422.9304684327361
MAE for Neural Network: 337.35911843223107
Training time for Neural Network: 0.9682083129882812 seconds
Testing time for Neural Network: 0.0013947486877441406 seconds
RMSE for Neural Network: 1.034742893913387
MAE for Neural Network: 0.8678345648688307
Training time for Neural Network: 0.32906293869018555 seconds
Testing time for Neural Network: 0.0005850791931152344 seconds
RMSE for Neural Network: 423.0357088464401
MAE for Neural Network: 337.4910437624213
Training time for Neural Network: 0.39398193359375 seconds
Testing time for Neural Network: 0.0007550716400146484 seconds
RMSE for Neural Network: 0.3570049164546282
MAE for Neural Network: 0.2745328949016321
Training time for Neural Network: 0.4304020404815674 seconds
Testing time for Neural Network: 0.0008351802825927734 seconds
RMSE for Neural Network: 0.3627158149905463
MAE for Neural Network: 0.29307116181595894
Training time for Neural Network: 0.3747851848602295 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 423.43795163206306
MAE for Neural Network: 337.9951072767118
Training time for Neural Network: 0.18871617317199707 seconds
Testing time for Neural Network: 0.0012390613555908203 seconds
RMSE for Neural Network: 424.2795334706055
MAE for Neural Network: 339.0488404089787
Training time for Neural Network: 0.1585221290588379 seconds
Testing time for Neural Network: 0.0005109310150146484 seconds
RMSE for Neural Network: 0.8861723017423528
MAE for Neural Network: 0.6904545763948242
Training time for Neural Network: 0.7050621509552002 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 422.11751798575995
MAE for Neural Network: 336.33940097927405
Training time for Neural Network: 0.43643903732299805 seconds
Testing time for Neural Network: 0.0005578994750976562 seconds
RMSE for Neural Network: 422.98228961899366
MAE for Neural Network: 337.424081819844
Training time for Neural Network: 0.508141040802002 seconds
Testing time for Neural Network: 0.0005662441253662109 seconds
RMSE for Neural Network: 0.3893904308669344
MAE for Neural Network: 0.28496724891392117
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Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 422.9249050972184
MAE for Neural Network: 337.35214392697986
Training time for Neural Network: 0.12442898750305176 seconds
Testing time for Neural Network: 0.0004570484161376953 seconds
RMSE for Neural Network: 423.5765748001407
MAE for Neural Network: 338.16875725007134
Training time for Neural Network: 0.639854907989502 seconds
Testing time for Neural Network: 0.00074005126953125 seconds
RMSE for Neural Network: 424.3821403693134
MAE for Neural Network: 339.1772320263819
Training time for Neural Network: 0.5056312084197998 seconds
Testing time for Neural Network: 0.0016231536865234375 seconds
RMSE for Neural Network: 423.38936612296743
MAE for Neural Network: 337.93423769521587
Training time for Neural Network: 0.6538701057434082 seconds
Testing time for Neural Network: 0.0026297569274902344 seconds
RMSE for Neural Network: 0.2705666153211435
MAE for Neural Network: 0.21907491160685758
Training time for Neural Network: 0.12859797477722168 seconds
Testing time for Neural Network: 0.0004191398620605469 seconds
RMSE for Neural Network: 2.0223690184370766
MAE for Neural Network: 1.6220924633538565
Training time for Neural Network: 0.5365278720855713 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 7.198746649671918
MAE for Neural Network: 6.166076340183634
Training time for Neural Network: 0.444774866104126 seconds
Testing time for Neural Network: 0.0008292198181152344 seconds
RMSE for Neural Network: 424.08836110982674
MAE for Neural Network: 338.80958027992267
Training time for Neural Network: 0.38198304176330566 seconds
Testing time for Neural Network: 0.0005512237548828125 seconds
RMSE for Neural Network: 0.6708378438451348
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Testing time for Neural Network: 0.0005669593811035156 seconds
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MAE for Neural Network: 335.7807233168208
Training time for Neural Network: 0.4924957752227783 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 422.91131431408843
MAE for Neural Network: 337.33510554863426
Training time for Neural Network: 0.4941117763519287 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 422.73304589862425
MAE for Neural Network: 337.1115865041824
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Testing time for Neural Network: 0.0006270408630371094 seconds
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MAE for Neural Network: 338.55977681765506
Training time for Neural Network: 0.5028507709503174 seconds
Testing time for Neural Network: 0.0005621910095214844 seconds
RMSE for Neural Network: 0.22545519191610966
MAE for Neural Network: 0.17653180897744
Training time for Neural Network: 0.40390515327453613 seconds
Testing time for Neural Network: 0.0005550384521484375 seconds
RMSE for Neural Network: 0.3577630373804222
MAE for Neural Network: 0.27804455077696416
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Testing time for Neural Network: 0.0004189014434814453 seconds
RMSE for Neural Network: 422.16658500407675
MAE for Neural Network: 336.40097971712703
Training time for Neural Network: 0.4520130157470703 seconds
Testing time for Neural Network: 0.0005359649658203125 seconds
RMSE for Neural Network: 424.2589058406667
MAE for Neural Network: 339.02302701403374
Training time for Neural Network: 0.44175076484680176 seconds
Testing time for Neural Network: 0.0017409324645996094 seconds
RMSE for Neural Network: 0.4429395927131807
MAE for Neural Network: 0.3519611672397641
Training time for Neural Network: 0.3566431999206543 seconds
Testing time for Neural Network: 0.001377105712890625 seconds
RMSE for Neural Network: 1.0471369277526257
MAE for Neural Network: 0.8578894413720869
Training time for Neural Network: 0.5295770168304443 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 423.93073707766916
MAE for Neural Network: 338.6122612957988
Training time for Neural Network: 0.3690018653869629 seconds
Testing time for Neural Network: 0.0019562244415283203 seconds
RMSE for Neural Network: 0.37350893711992594
MAE for Neural Network: 0.28845775166916093
Training time for Neural Network: 0.7502350807189941 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 0.17358155005802672
MAE for Neural Network: 0.11970651139582039
Training time for Neural Network: 0.37143802642822266 seconds
Testing time for Neural Network: 0.0005671977996826172 seconds
RMSE for Neural Network: 423.96365340847177
MAE for Neural Network: 338.6534704858305
Training time for Neural Network: 0.1671159267425537 seconds
Testing time for Neural Network: 0.001219034194946289 seconds
RMSE for Neural Network: 423.50848815208514
MAE for Neural Network: 338.08347075463973
Training time for Neural Network: 0.40501880645751953 seconds
Testing time for Neural Network: 0.0011360645294189453 seconds
RMSE for Neural Network: 0.3862901065622552
MAE for Neural Network: 0.30354543099019343
Training time for Neural Network: 0.33816027641296387 seconds
Testing time for Neural Network: 0.0005729198455810547 seconds
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MAE for Neural Network: 336.42283842703597
Training time for Neural Network: 0.3246316909790039 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 423.13736668964214
MAE for Neural Network: 337.61846032123765
Training time for Neural Network: 0.7888078689575195 seconds
Testing time for Neural Network: 0.0005524158477783203 seconds
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Training time for Neural Network: 0.1750040054321289 seconds
Testing time for Neural Network: 0.0005056858062744141 seconds
RMSE for Neural Network: 421.7986977304417
MAE for Neural Network: 335.9391835849684
Training time for Neural Network: 0.4468538761138916 seconds
Testing time for Neural Network: 0.0012791156768798828 seconds
RMSE for Neural Network: 422.68031064669316
MAE for Neural Network: 337.0454549004088
Training time for Neural Network: 0.2831299304962158 seconds
Testing time for Neural Network: 0.0005462169647216797 seconds
RMSE for Neural Network: 0.7498430913997669
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Testing time for Neural Network: 0.0004658699035644531 seconds
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Training time for Neural Network: 0.4169328212738037 seconds
Testing time for Neural Network: 0.0005841255187988281 seconds
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Training time for Neural Network: 0.2658989429473877 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
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MAE for Neural Network: 339.0102884405684
Training time for Neural Network: 0.35718870162963867 seconds
Testing time for Neural Network: 0.0005750656127929688 seconds
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MAE for Neural Network: 337.9574064077395
Training time for Neural Network: 0.4551830291748047 seconds
Testing time for Neural Network: 0.0006582736968994141 seconds
RMSE for Neural Network: 0.1692203770671673
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Testing time for Neural Network: 0.000576019287109375 seconds
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Testing time for Neural Network: 0.0006060600280761719 seconds
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Testing time for Neural Network: 0.0009531974792480469 seconds
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Testing time for Neural Network: 0.001695871353149414 seconds
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Testing time for Neural Network: 0.0006809234619140625 seconds
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Testing time for Neural Network: 0.0006020069122314453 seconds
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Testing time for Neural Network: 0.0005257129669189453 seconds
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Testing time for Neural Network: 0.0005648136138916016 seconds
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Testing time for Neural Network: 0.0005869865417480469 seconds
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Testing time for Neural Network: 0.0005471706390380859 seconds
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Testing time for Neural Network: 0.0005648136138916016 seconds
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Testing time for Neural Network: 0.0006070137023925781 seconds
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MAE for Neural Network: 337.3775440313082
Training time for Neural Network: 0.3317749500274658 seconds
Testing time for Neural Network: 0.0011131763458251953 seconds
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MAE for Neural Network: 0.19389023680199224
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Testing time for Neural Network: 0.0013570785522460938 seconds
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Testing time for Neural Network: 0.0005109310150146484 seconds
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Training time for Neural Network: 0.3522939682006836 seconds
Testing time for Neural Network: 0.0005679130554199219 seconds
RMSE for Neural Network: 423.5910366774154
MAE for Neural Network: 338.18687143957254
Training time for Neural Network: 0.40917301177978516 seconds
Testing time for Neural Network: 0.005316019058227539 seconds
RMSE for Neural Network: 0.42088054334625
MAE for Neural Network: 0.3285401733785908
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Testing time for Neural Network: 0.0006048679351806641 seconds
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MAE for Neural Network: 0.6116839352741238
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Testing time for Neural Network: 0.0006468296051025391 seconds
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Training time for Neural Network: 0.3948349952697754 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
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MAE for Neural Network: 337.6787697940588
Training time for Neural Network: 0.28209877014160156 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 423.811089238129
MAE for Neural Network: 338.4624543754415
Training time for Neural Network: 0.3184080123901367 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 423.9149969501465
MAE for Neural Network: 338.5925549977157
Training time for Neural Network: 0.2941398620605469 seconds
Testing time for Neural Network: 0.0006229877471923828 seconds
RMSE for Neural Network: 0.39204709716630587
MAE for Neural Network: 0.32484177982490253
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Testing time for Neural Network: 0.001007080078125 seconds
RMSE for Neural Network: 424.12521802793134
MAE for Neural Network: 338.8557129928295
Training time for Neural Network: 0.12478065490722656 seconds
Testing time for Neural Network: 0.0004279613494873047 seconds
RMSE for Neural Network: 422.0191890146649
MAE for Neural Network: 336.215986468868
Training time for Neural Network: 0.38978004455566406 seconds
Testing time for Neural Network: 0.0005698204040527344 seconds
RMSE for Neural Network: 422.87945605131364
MAE for Neural Network: 337.29516452343853
Training time for Neural Network: 0.33731985092163086 seconds
Testing time for Neural Network: 0.0011370182037353516 seconds
RMSE for Neural Network: 423.25300316534765
MAE for Neural Network: 337.7633762697257
Training time for Neural Network: 0.3653998374938965 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 422.6513957156303
MAE for Neural Network: 337.00919269510865
Training time for Neural Network: 0.3238718509674072 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 1.0599366594438324
MAE for Neural Network: 0.8421242121852879
Training time for Neural Network: 0.28977322578430176 seconds
Testing time for Neural Network: 0.0005428791046142578 seconds
RMSE for Neural Network: 0.7382077686252619
MAE for Neural Network: 0.6070142168709097
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Testing time for Neural Network: 0.0007169246673583984 seconds
RMSE for Neural Network: 422.55819919096473
MAE for Neural Network: 336.8923052908
Training time for Neural Network: 0.3736131191253662 seconds
Testing time for Neural Network: 0.0025568008422851562 seconds
RMSE for Neural Network: 0.859371551722274
MAE for Neural Network: 0.6885883767101757
Training time for Neural Network: 0.270906925201416 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.6279221773053025
MAE for Neural Network: 0.5253931743812409
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Testing time for Neural Network: 0.0005156993865966797 seconds
RMSE for Neural Network: 0.41881698589572675
MAE for Neural Network: 0.2857516454887972
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Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 424.0672337731066
MAE for Neural Network: 338.783134793651
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Testing time for Neural Network: 0.0006361007690429688 seconds
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MAE for Neural Network: 337.1013148537654
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Testing time for Neural Network: 0.0005550384521484375 seconds
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MAE for Neural Network: 337.6049667807183
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Testing time for Neural Network: 0.0005490779876708984 seconds
RMSE for Neural Network: 421.9432458824726
MAE for Neural Network: 336.1206575122618
Training time for Neural Network: 0.4327270984649658 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
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MAE for Neural Network: 0.2114321901012477
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Testing time for Neural Network: 0.0009629726409912109 seconds
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MAE for Neural Network: 0.7622099801133873
Training time for Neural Network: 0.3166320323944092 seconds
Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 0.7035511654210488
MAE for Neural Network: 0.5604460124378182
Training time for Neural Network: 0.3226749897003174 seconds
Testing time for Neural Network: 0.0005471706390380859 seconds
RMSE for Neural Network: 424.0611803392832
MAE for Neural Network: 338.77555745859905
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Testing time for Neural Network: 0.0020971298217773438 seconds
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MAE for Neural Network: 0.41062741572984435
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Testing time for Neural Network: 0.0005750656127929688 seconds
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MAE for Neural Network: 336.45605298236507
Training time for Neural Network: 0.33045482635498047 seconds
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RMSE for Neural Network: 0.29799583578017486
MAE for Neural Network: 0.23692654498026147
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Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 424.2688507271009
MAE for Neural Network: 339.0354721233953
Training time for Neural Network: 0.3466067314147949 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 0.7200814213922525
MAE for Neural Network: 0.5702445266859825
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Testing time for Neural Network: 0.001943826675415039 seconds
RMSE for Neural Network: 423.503133679746
MAE for Neural Network: 338.07676332040813
Training time for Neural Network: 0.5711538791656494 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
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MAE for Neural Network: 0.22038164486967446
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Testing time for Neural Network: 0.0005631446838378906 seconds
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MAE for Neural Network: 338.9355562481131
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Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 0.4398771312348579
MAE for Neural Network: 0.36481923886441403
Training time for Neural Network: 0.36194682121276855 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
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MAE for Neural Network: 338.65218513432933
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Testing time for Neural Network: 0.0005800724029541016 seconds
RMSE for Neural Network: 424.07797379742817
MAE for Neural Network: 338.79657837819235
Training time for Neural Network: 0.3665289878845215 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 1.1708947935628866
MAE for Neural Network: 0.985504682890407
Training time for Neural Network: 0.4823188781738281 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 0.3486252576496297
MAE for Neural Network: 0.28336065177154796
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Testing time for Neural Network: 0.0005869865417480469 seconds
RMSE for Neural Network: 424.2286199512685
MAE for Neural Network: 338.9851259958117
Training time for Neural Network: 0.3357679843902588 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 0.3692134738574743
MAE for Neural Network: 0.30778777315804734
Training time for Neural Network: 0.1622941493988037 seconds
Testing time for Neural Network: 0.00047898292541503906 seconds
RMSE for Neural Network: 1.423944732444568
MAE for Neural Network: 1.157371253389903
Training time for Neural Network: 0.15091872215270996 seconds
Testing time for Neural Network: 0.0004990100860595703 seconds
RMSE for Neural Network: 0.9260078480863758
MAE for Neural Network: 0.7451168516643486
Training time for Neural Network: 0.3299980163574219 seconds
Testing time for Neural Network: 0.0005710124969482422 seconds
RMSE for Neural Network: 0.7349647268168986
MAE for Neural Network: 0.5923878809851512
Training time for Neural Network: 0.43927788734436035 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 3.8059404534117283
MAE for Neural Network: 3.143666441948248
Training time for Neural Network: 0.46157383918762207 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 423.06262695502045
MAE for Neural Network: 337.52478425549924
Training time for Neural Network: 0.3022928237915039 seconds
Testing time for Neural Network: 0.0017092227935791016 seconds
RMSE for Neural Network: 424.054861507688
MAE for Neural Network: 338.7676478487032
Training time for Neural Network: 0.36162900924682617 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
RMSE for Neural Network: 423.4517512021504
MAE for Neural Network: 338.0123951230286
Training time for Neural Network: 0.4074423313140869 seconds
Testing time for Neural Network: 0.0006718635559082031 seconds
RMSE for Neural Network: 1.4637259030175611
MAE for Neural Network: 1.1383959944152706
Training time for Neural Network: 0.7278378009796143 seconds
Testing time for Neural Network: 0.0006382465362548828 seconds
RMSE for Neural Network: 422.4564067608055
MAE for Neural Network: 336.7646199853685
Training time for Neural Network: 0.3296701908111572 seconds
Testing time for Neural Network: 0.0010859966278076172 seconds
RMSE for Neural Network: 423.66034006068224
MAE for Neural Network: 338.2736723438161
Training time for Neural Network: 0.1562817096710205 seconds
Testing time for Neural Network: 0.00048732757568359375 seconds
RMSE for Neural Network: 424.3892674849337
MAE for Neural Network: 339.1861495064872
Training time for Neural Network: 0.1528937816619873 seconds
Testing time for Neural Network: 0.0005161762237548828 seconds
RMSE for Neural Network: 423.62258064094453
MAE for Neural Network: 338.22638053459406
Training time for Neural Network: 0.41535496711730957 seconds
Testing time for Neural Network: 0.0019252300262451172 seconds
RMSE for Neural Network: 421.82677587582583
MAE for Neural Network: 335.97443728122045
Training time for Neural Network: 0.3097701072692871 seconds
Testing time for Neural Network: 0.0017271041870117188 seconds
RMSE for Neural Network: 1.3203419520689212
MAE for Neural Network: 1.0474193291040372
Training time for Neural Network: 0.49797582626342773 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 422.02763767369186
MAE for Neural Network: 336.22659118677007
Training time for Neural Network: 0.46408915519714355 seconds
Testing time for Neural Network: 0.0035309791564941406 seconds
RMSE for Neural Network: 422.96564398131903
MAE for Neural Network: 337.40321523241363
Training time for Neural Network: 0.36832714080810547 seconds
Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 0.4555816897585342
MAE for Neural Network: 0.36862363877437837
Training time for Neural Network: 0.30965685844421387 seconds
Testing time for Neural Network: 0.0005781650543212891 seconds
RMSE for Neural Network: 421.7826948505883
MAE for Neural Network: 335.91909046087727
Training time for Neural Network: 0.3017442226409912 seconds
Testing time for Neural Network: 0.0005519390106201172 seconds
RMSE for Neural Network: 421.8481739189097
MAE for Neural Network: 336.0013028238986
Training time for Neural Network: 0.32262277603149414 seconds
Testing time for Neural Network: 0.001955270767211914 seconds
RMSE for Neural Network: 422.06828620789855
MAE for Neural Network: 336.2776113319337
Training time for Neural Network: 0.18776893615722656 seconds
Testing time for Neural Network: 0.0009758472442626953 seconds
RMSE for Neural Network: 424.09866158405293
MAE for Neural Network: 338.8224733072227
Training time for Neural Network: 0.8297679424285889 seconds
Testing time for Neural Network: 0.0005922317504882812 seconds
RMSE for Neural Network: 421.99868553117676
MAE for Neural Network: 336.19025008271666
Training time for Neural Network: 0.44521188735961914 seconds
Testing time for Neural Network: 0.0006082057952880859 seconds
RMSE for Neural Network: 2.42313220135589
MAE for Neural Network: 2.0184331997431344
Training time for Neural Network: 0.10933995246887207 seconds
Testing time for Neural Network: 0.0004420280456542969 seconds
RMSE for Neural Network: 1.041640403843954
MAE for Neural Network: 0.8133328915284201
Training time for Neural Network: 0.16749000549316406 seconds
Testing time for Neural Network: 0.0005159378051757812 seconds
RMSE for Neural Network: 422.0864621104873
MAE for Neural Network: 336.30042396284057
Training time for Neural Network: 0.3058319091796875 seconds
Testing time for Neural Network: 0.0027971267700195312 seconds
RMSE for Neural Network: 18.139010344873082
MAE for Neural Network: 15.083378791051377
Training time for Neural Network: 0.3685939311981201 seconds
Testing time for Neural Network: 0.0015301704406738281 seconds
RMSE for Neural Network: 0.5407592275392631
MAE for Neural Network: 0.41130714385835987
Training time for Neural Network: 0.39078593254089355 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 3.85206439860617
MAE for Neural Network: 3.178691461274649
Training time for Neural Network: 0.3276808261871338 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 4.975108638737208
MAE for Neural Network: 3.7656192183668384
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Testing time for Neural Network: 0.0004711151123046875 seconds
RMSE for Neural Network: 17.205909641545546
MAE for Neural Network: 14.301737942751663
Training time for Neural Network: 0.3446929454803467 seconds
Testing time for Neural Network: 0.0016410350799560547 seconds
RMSE for Neural Network: 422.2521733859529
MAE for Neural Network: 336.5083826441763
Training time for Neural Network: 0.4294259548187256 seconds
Testing time for Neural Network: 0.0005829334259033203 seconds
RMSE for Neural Network: 423.01534419589893
MAE for Neural Network: 337.46551688404156
Training time for Neural Network: 0.34539008140563965 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 424.3238319237483
MAE for Neural Network: 339.10427304752733
Training time for Neural Network: 0.2958719730377197 seconds
Testing time for Neural Network: 0.0012559890747070312 seconds
RMSE for Neural Network: 0.4427652891951275
MAE for Neural Network: 0.33155785185159103
Training time for Neural Network: 0.3005409240722656 seconds
Testing time for Neural Network: 0.0005590915679931641 seconds
RMSE for Neural Network: 0.5494608153771369
MAE for Neural Network: 0.4244205268367976
Training time for Neural Network: 0.416348934173584 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 422.6345743069197
MAE for Neural Network: 336.98809631829687
Training time for Neural Network: 0.4648876190185547 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
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MAE for Neural Network: 337.6511635191711
Training time for Neural Network: 0.187180757522583 seconds
Testing time for Neural Network: 0.0016438961029052734 seconds
RMSE for Neural Network: 423.2879888049947
MAE for Neural Network: 337.8072159193996
Training time for Neural Network: 0.3877840042114258 seconds
Testing time for Neural Network: 0.001455068588256836 seconds
RMSE for Neural Network: 423.57807209066175
MAE for Neural Network: 338.1706326940297
Training time for Neural Network: 0.17718791961669922 seconds
Testing time for Neural Network: 0.0004987716674804688 seconds
RMSE for Neural Network: 423.0081746460756
MAE for Neural Network: 337.45652976056533
Training time for Neural Network: 0.4274919033050537 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 0.6775548274823687
MAE for Neural Network: 0.5399536963950636
Training time for Neural Network: 0.3568098545074463 seconds
Testing time for Neural Network: 0.0005421638488769531 seconds
RMSE for Neural Network: 0.9437304548232509
MAE for Neural Network: 0.7814157438090661
Training time for Neural Network: 0.43621182441711426 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 423.7467582693297
MAE for Neural Network: 338.38189786748967
Training time for Neural Network: 0.3695967197418213 seconds
Testing time for Neural Network: 0.0005710124969482422 seconds
RMSE for Neural Network: 0.45531486319466113
MAE for Neural Network: 0.3640458803527835
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Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 16.305655543521976
MAE for Neural Network: 13.593737302473388
Training time for Neural Network: 0.4532139301300049 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 423.49199300991245
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Training time for Neural Network: 0.3221549987792969 seconds
Testing time for Neural Network: 0.0005538463592529297 seconds
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MAE for Neural Network: 338.5271661941726
Training time for Neural Network: 0.47737598419189453 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 0.2843501400595415
MAE for Neural Network: 0.2127849790956854
Training time for Neural Network: 0.32222509384155273 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 423.1487168701263
MAE for Neural Network: 337.63268539860417
Training time for Neural Network: 0.3830070495605469 seconds
Testing time for Neural Network: 0.0005719661712646484 seconds
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MAE for Neural Network: 338.1763052023333
Training time for Neural Network: 0.34190821647644043 seconds
Testing time for Neural Network: 0.0006029605865478516 seconds
RMSE for Neural Network: 0.29762309225008404
MAE for Neural Network: 0.24109817503490005
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Testing time for Neural Network: 0.0005581378936767578 seconds
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MAE for Neural Network: 338.6835281792608
Training time for Neural Network: 0.39569592475891113 seconds
Testing time for Neural Network: 0.0006000995635986328 seconds
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Testing time for Neural Network: 0.00045013427734375 seconds
RMSE for Neural Network: 0.7769141711355564
MAE for Neural Network: 0.622644679543967
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Testing time for Neural Network: 0.0006008148193359375 seconds
RMSE for Neural Network: 0.43157788682182613
MAE for Neural Network: 0.3540833605196505
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Testing time for Neural Network: 0.0019328594207763672 seconds
RMSE for Neural Network: 0.26442210869827915
MAE for Neural Network: 0.2162866665985665
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Testing time for Neural Network: 0.0005259513854980469 seconds
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MAE for Neural Network: 338.49535725569984
Training time for Neural Network: 0.34519004821777344 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 0.14262860816148
MAE for Neural Network: 0.12351571242571119
Training time for Neural Network: 0.29055094718933105 seconds
Testing time for Neural Network: 0.0013740062713623047 seconds
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MAE for Neural Network: 1.007727943183096
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Testing time for Neural Network: 0.0006101131439208984 seconds
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Testing time for Neural Network: 0.0006160736083984375 seconds
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Testing time for Neural Network: 0.0005419254302978516 seconds
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Testing time for Neural Network: 0.0005502700805664062 seconds
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MAE for Neural Network: 338.9338497528772
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Testing time for Neural Network: 0.0005428791046142578 seconds
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MAE for Neural Network: 338.9703657379006
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Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 422.600793702236
MAE for Neural Network: 336.94572930725553
Training time for Neural Network: 0.1619722843170166 seconds
Testing time for Neural Network: 0.00048279762268066406 seconds
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MAE for Neural Network: 15.977158044412949
Training time for Neural Network: 0.9077041149139404 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 0.44169984505811427
MAE for Neural Network: 0.3478347051002652
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Testing time for Neural Network: 0.0011677742004394531 seconds
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MAE for Neural Network: 336.3824961353885
Training time for Neural Network: 0.34986376762390137 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
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MAE for Neural Network: 337.63982775471175
Training time for Neural Network: 0.34163522720336914 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 0.4556492317423659
MAE for Neural Network: 0.34847089919300084
Training time for Neural Network: 0.312971830368042 seconds
Testing time for Neural Network: 0.0009143352508544922 seconds
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MAE for Neural Network: 0.19043103693761218
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Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 421.98748557831
MAE for Neural Network: 336.1761913719394
Training time for Neural Network: 0.3804149627685547 seconds
Testing time for Neural Network: 0.0005652904510498047 seconds
RMSE for Neural Network: 423.56859908367767
MAE for Neural Network: 338.15876713512523
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Testing time for Neural Network: 0.0010008811950683594 seconds
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MAE for Neural Network: 338.38323937343506
Training time for Neural Network: 0.42549610137939453 seconds
Testing time for Neural Network: 0.0006039142608642578 seconds
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MAE for Neural Network: 0.24162726332336476
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Testing time for Neural Network: 0.0006515979766845703 seconds
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MAE for Neural Network: 338.3100085692921
Training time for Neural Network: 0.37714600563049316 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
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Testing time for Neural Network: 0.0005550384521484375 seconds
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MAE for Neural Network: 338.25726431528966
Training time for Neural Network: 0.2893850803375244 seconds
Testing time for Neural Network: 0.0005688667297363281 seconds
RMSE for Neural Network: 6.632016967684764
MAE for Neural Network: 5.352534741181919
Training time for Neural Network: 0.27548694610595703 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
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MAE for Neural Network: 337.8591877359647
Training time for Neural Network: 0.3238677978515625 seconds
Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 422.7274572910337
MAE for Neural Network: 337.1045784447035
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Testing time for Neural Network: 0.002148151397705078 seconds
RMSE for Neural Network: 423.59145910222526
MAE for Neural Network: 338.18740054146116
Training time for Neural Network: 0.4289968013763428 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
RMSE for Neural Network: 423.6431036311905
MAE for Neural Network: 338.25208486409383
Training time for Neural Network: 0.34214305877685547 seconds
Testing time for Neural Network: 0.0005698204040527344 seconds
RMSE for Neural Network: 0.1841233434384274
MAE for Neural Network: 0.1338980177471948
Training time for Neural Network: 0.16047096252441406 seconds
Testing time for Neural Network: 0.0013120174407958984 seconds
RMSE for Neural Network: 1.807031406854988
MAE for Neural Network: 1.4327694414028929
Training time for Neural Network: 0.14464378356933594 seconds
Testing time for Neural Network: 0.000514984130859375 seconds
RMSE for Neural Network: 422.80192664219527
MAE for Neural Network: 337.19795793122887
Training time for Neural Network: 0.40434908866882324 seconds
Testing time for Neural Network: 0.0006000995635986328 seconds
RMSE for Neural Network: 424.20822255876567
MAE for Neural Network: 338.95959898947507
Training time for Neural Network: 0.17432880401611328 seconds
Testing time for Neural Network: 0.0004570484161376953 seconds
RMSE for Neural Network: 29.144699701032255
MAE for Neural Network: 23.729305844464907
Training time for Neural Network: 0.28966808319091797 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 422.0324821377562
MAE for Neural Network: 336.2326718806398
Training time for Neural Network: 0.3430330753326416 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 423.08029507783715
MAE for Neural Network: 337.54692969095163
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Testing time for Neural Network: 0.0005669593811035156 seconds
RMSE for Neural Network: 0.20889678169533754
MAE for Neural Network: 0.16174679374136386
Training time for Neural Network: 0.4086310863494873 seconds
Testing time for Neural Network: 0.0014986991882324219 seconds
RMSE for Neural Network: 423.5815974484449
MAE for Neural Network: 338.17504839596745
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Testing time for Neural Network: 0.0005059242248535156 seconds
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MAE for Neural Network: 0.27547127457548415
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Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 0.3309097149662161
MAE for Neural Network: 0.2507263777787421
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Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 422.65293247945834
MAE for Neural Network: 337.01111998586055
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Testing time for Neural Network: 0.0012149810791015625 seconds
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MAE for Neural Network: 337.2898633986746
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Testing time for Neural Network: 0.0018270015716552734 seconds
RMSE for Neural Network: 0.18343379812916683
MAE for Neural Network: 0.14899949933702333
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Testing time for Neural Network: 0.0005869865417480469 seconds
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MAE for Neural Network: 336.7032498602657
Training time for Neural Network: 0.3990356922149658 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
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MAE for Neural Network: 0.12478951473417123
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Testing time for Neural Network: 0.0005908012390136719 seconds
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MAE for Neural Network: 337.9912444610971
Training time for Neural Network: 0.29357290267944336 seconds
Testing time for Neural Network: 0.0027933120727539062 seconds
RMSE for Neural Network: 422.51493171819845
MAE for Neural Network: 336.8380340541614
Training time for Neural Network: 0.2962980270385742 seconds
Testing time for Neural Network: 0.0005612373352050781 seconds
RMSE for Neural Network: 422.02302234040127
MAE for Neural Network: 336.2207980568206
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MAE for Neural Network: 337.1442283257536
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MAE for Neural Network: 338.793000136802
Training time for Neural Network: 0.34961366653442383 seconds
Testing time for Neural Network: 0.0005691051483154297 seconds
RMSE for Neural Network: 421.71278769698307
MAE for Neural Network: 335.83131028508825
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Testing time for Neural Network: 0.0005979537963867188 seconds
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MAE for Neural Network: 337.09987710309304
Training time for Neural Network: 0.2727348804473877 seconds
Testing time for Neural Network: 0.0005681514739990234 seconds
RMSE for Neural Network: 0.3072923458070294
MAE for Neural Network: 0.2449285238107107
Training time for Neural Network: 0.37041497230529785 seconds
Testing time for Neural Network: 0.0012049674987792969 seconds
RMSE for Neural Network: 2.0797736693397515
MAE for Neural Network: 1.6641901835025634
Training time for Neural Network: 0.9222278594970703 seconds
Testing time for Neural Network: 0.0007348060607910156 seconds
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MAE for Neural Network: 0.18796745989389954
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Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 0.6002291005514101
MAE for Neural Network: 0.4967088096683076
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Testing time for Neural Network: 0.0036199092864990234 seconds
RMSE for Neural Network: 424.1367665913633
MAE for Neural Network: 338.87016752026904
Training time for Neural Network: 1.0081427097320557 seconds
Testing time for Neural Network: 0.0006041526794433594 seconds
RMSE for Neural Network: 423.5909161065108
MAE for Neural Network: 338.18672042023115
Training time for Neural Network: 0.478564977645874 seconds
Testing time for Neural Network: 0.0010151863098144531 seconds
RMSE for Neural Network: 0.3150171966510176
MAE for Neural Network: 0.25544685792426475
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Testing time for Neural Network: 0.0005197525024414062 seconds
RMSE for Neural Network: 422.0789138591481
MAE for Neural Network: 336.2965874337475
Training time for Neural Network: 0.510671854019165 seconds
Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 422.9100328500899
MAE for Neural Network: 337.3334989975094
Training time for Neural Network: 0.5302097797393799 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 423.8170106691949
MAE for Neural Network: 338.46986895913057
Training time for Neural Network: 0.45258402824401855 seconds
Testing time for Neural Network: 0.0005807876586914062 seconds
RMSE for Neural Network: 0.5240415602547757
MAE for Neural Network: 0.42469061013641946
Training time for Neural Network: 0.5205211639404297 seconds
Testing time for Neural Network: 0.0005738735198974609 seconds
RMSE for Neural Network: 422.9325140761493
MAE for Neural Network: 337.3616829508217
Training time for Neural Network: 0.8975191116333008 seconds
Testing time for Neural Network: 0.002831697463989258 seconds
RMSE for Neural Network: 422.0571482140588
MAE for Neural Network: 336.2636317225259
Training time for Neural Network: 0.445127010345459 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 422.069053887201
MAE for Neural Network: 336.27857486000426
Training time for Neural Network: 0.5050041675567627 seconds
Testing time for Neural Network: 0.00060272216796875 seconds
RMSE for Neural Network: 0.35894321331619783
MAE for Neural Network: 0.25860051108439513
Training time for Neural Network: 0.17121219635009766 seconds
Testing time for Neural Network: 0.0005087852478027344 seconds
RMSE for Neural Network: 23.464523234402915
MAE for Neural Network: 19.576211706230144
Training time for Neural Network: 0.5473787784576416 seconds
Testing time for Neural Network: 0.0015048980712890625 seconds
RMSE for Neural Network: 422.46499547014173
MAE for Neural Network: 336.7753940807217
Training time for Neural Network: 0.6270389556884766 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 422.81621046312017
MAE for Neural Network: 337.2158677924752
Training time for Neural Network: 0.631248950958252 seconds
Testing time for Neural Network: 0.0006039142608642578 seconds
RMSE for Neural Network: 423.07055189988347
MAE for Neural Network: 337.53471754104135
Training time for Neural Network: 0.10853290557861328 seconds
Testing time for Neural Network: 0.0004858970642089844 seconds
RMSE for Neural Network: 1.0441239483312956
MAE for Neural Network: 0.821846599163957
Training time for Neural Network: 0.5408248901367188 seconds
Testing time for Neural Network: 0.0007259845733642578 seconds
RMSE for Neural Network: 422.55815957678885
MAE for Neural Network: 336.8922556034221
Training time for Neural Network: 0.5639281272888184 seconds
Testing time for Neural Network: 0.0007407665252685547 seconds
RMSE for Neural Network: 423.70342017224317
MAE for Neural Network: 338.32762513027956
Training time for Neural Network: 0.6140060424804688 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.421585316912784
MAE for Neural Network: 0.33666607545424154
Training time for Neural Network: 0.39519786834716797 seconds
Testing time for Neural Network: 0.0007271766662597656 seconds
RMSE for Neural Network: 421.99968841830525
MAE for Neural Network: 336.19150894361576
Training time for Neural Network: 0.4113740921020508 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 0.6513935700032232
MAE for Neural Network: 0.49584005038726753
Training time for Neural Network: 0.4194822311401367 seconds
Testing time for Neural Network: 0.0006048679351806641 seconds
RMSE for Neural Network: 0.5435771112393467
MAE for Neural Network: 0.38143142224579435
Training time for Neural Network: 0.14346599578857422 seconds
Testing time for Neural Network: 0.001188039779663086 seconds
RMSE for Neural Network: 424.2754569889101
MAE for Neural Network: 339.04373916028453
Training time for Neural Network: 0.17072677612304688 seconds
Testing time for Neural Network: 0.0005471706390380859 seconds
RMSE for Neural Network: 422.8467953460096
MAE for Neural Network: 337.25421568162596
Training time for Neural Network: 0.705305814743042 seconds
Testing time for Neural Network: 0.000637054443359375 seconds
RMSE for Neural Network: 0.345105344040565
MAE for Neural Network: 0.2651029055633836
Training time for Neural Network: 0.40569186210632324 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 0.2423342819454745
MAE for Neural Network: 0.18958052217691165
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Testing time for Neural Network: 0.0006811618804931641 seconds
RMSE for Neural Network: 423.3011040426473
MAE for Neural Network: 337.8236497706498
Training time for Neural Network: 0.1665661334991455 seconds
Testing time for Neural Network: 0.0005319118499755859 seconds
RMSE for Neural Network: 423.34021742601766
MAE for Neural Network: 337.87265848385306
Training time for Neural Network: 0.4489889144897461 seconds
Testing time for Neural Network: 0.0023632049560546875 seconds
RMSE for Neural Network: 423.015295765192
MAE for Neural Network: 337.4654561758157
Training time for Neural Network: 0.5578029155731201 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 0.17990306015605903
MAE for Neural Network: 0.14406011350985673
Training time for Neural Network: 0.4718017578125 seconds
Testing time for Neural Network: 0.0005900859832763672 seconds
RMSE for Neural Network: 0.4537198481280142
MAE for Neural Network: 0.36148429290319295
Training time for Neural Network: 0.5466339588165283 seconds
Testing time for Neural Network: 0.003776073455810547 seconds
RMSE for Neural Network: 423.5814411905776
MAE for Neural Network: 338.1748526749517
Training time for Neural Network: 0.5654721260070801 seconds
Testing time for Neural Network: 0.0006208419799804688 seconds
RMSE for Neural Network: 0.4488481177329252
MAE for Neural Network: 0.36809189778471635
Training time for Neural Network: 0.41258907318115234 seconds
Testing time for Neural Network: 0.0016090869903564453 seconds
RMSE for Neural Network: 423.3167555238746
MAE for Neural Network: 337.8432612438766
Training time for Neural Network: 0.890606164932251 seconds
Testing time for Neural Network: 0.0007586479187011719 seconds
RMSE for Neural Network: 424.2479790714559
MAE for Neural Network: 339.0093529784289
Training time for Neural Network: 0.3651721477508545 seconds
Testing time for Neural Network: 0.0013289451599121094 seconds
RMSE for Neural Network: 421.94935645929485
MAE for Neural Network: 336.12832828705706
Training time for Neural Network: 0.32906413078308105 seconds
Testing time for Neural Network: 0.0006151199340820312 seconds
RMSE for Neural Network: 12.257053092545924
MAE for Neural Network: 10.160620234518683
Training time for Neural Network: 0.3540782928466797 seconds
Testing time for Neural Network: 0.002051830291748047 seconds
RMSE for Neural Network: 422.06383812781723
MAE for Neural Network: 336.27202844694483
Training time for Neural Network: 0.6124029159545898 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 423.49639239138105
MAE for Neural Network: 338.06831858243254
Training time for Neural Network: 0.14649701118469238 seconds
Testing time for Neural Network: 0.0004181861877441406 seconds
RMSE for Neural Network: 1.2280589267987734
MAE for Neural Network: 0.9676332842080759
Training time for Neural Network: 0.37012410163879395 seconds
Testing time for Neural Network: 0.002585172653198242 seconds
RMSE for Neural Network: 424.2039296766967
MAE for Neural Network: 338.95422642857017
Training time for Neural Network: 0.4254469871520996 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 422.8361475796807
MAE for Neural Network: 337.2408654962563
Training time for Neural Network: 0.49785709381103516 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 422.94195843518924
MAE for Neural Network: 337.3735227690992
Training time for Neural Network: 0.6358671188354492 seconds
Testing time for Neural Network: 0.0006327629089355469 seconds
RMSE for Neural Network: 421.87148657030355
MAE for Neural Network: 336.0305712902866
Training time for Neural Network: 0.1760880947113037 seconds
Testing time for Neural Network: 0.0005209445953369141 seconds
RMSE for Neural Network: 0.307819634689767
MAE for Neural Network: 0.2430029548163963
Training time for Neural Network: 0.5267481803894043 seconds
Testing time for Neural Network: 0.0007307529449462891 seconds
RMSE for Neural Network: 18.63775639884269
MAE for Neural Network: 15.39501865286319
Training time for Neural Network: 0.447951078414917 seconds
Testing time for Neural Network: 0.0018551349639892578 seconds
RMSE for Neural Network: 424.2506126355891
MAE for Neural Network: 339.0126487054888
Training time for Neural Network: 0.5305488109588623 seconds
Testing time for Neural Network: 0.0006129741668701172 seconds
RMSE for Neural Network: 0.2566968023308849
MAE for Neural Network: 0.2001175850371666
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Testing time for Neural Network: 0.0005848407745361328 seconds
RMSE for Neural Network: 422.4727612526029
MAE for Neural Network: 336.78513574835415
Training time for Neural Network: 0.30973005294799805 seconds
Testing time for Neural Network: 0.0015201568603515625 seconds
RMSE for Neural Network: 424.3200525032306
MAE for Neural Network: 339.09954381712595
Training time for Neural Network: 0.9438438415527344 seconds
Testing time for Neural Network: 0.00568389892578125 seconds
RMSE for Neural Network: 421.8545627041102
MAE for Neural Network: 336.0093238809223
Training time for Neural Network: 0.5212810039520264 seconds
Testing time for Neural Network: 0.003640890121459961 seconds
RMSE for Neural Network: 0.38532366343838054
MAE for Neural Network: 0.28733709831849247
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Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 423.884864854427
MAE for Neural Network: 338.554829109399
Training time for Neural Network: 0.4002060890197754 seconds
Testing time for Neural Network: 0.0007240772247314453 seconds
RMSE for Neural Network: 0.23603020547716583
MAE for Neural Network: 0.17736676843172408
Training time for Neural Network: 0.9571089744567871 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 0.18096386590737557
MAE for Neural Network: 0.1440186029497495
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Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 0.07340302422767267
MAE for Neural Network: 0.057496829785630206
Training time for Neural Network: 0.5655112266540527 seconds
Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 11.885757214248217
MAE for Neural Network: 9.977428121338448
Training time for Neural Network: 0.6385059356689453 seconds
Testing time for Neural Network: 0.0025839805603027344 seconds
RMSE for Neural Network: 0.8455748586127685
MAE for Neural Network: 0.694541724805365
Training time for Neural Network: 0.49790310859680176 seconds
Testing time for Neural Network: 0.0006098747253417969 seconds
RMSE for Neural Network: 0.7295439105053388
MAE for Neural Network: 0.5686130863923311
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Testing time for Neural Network: 0.0005338191986083984 seconds
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MAE for Neural Network: 338.0607286845002
Training time for Neural Network: 0.41649413108825684 seconds
Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 422.6742172838012
MAE for Neural Network: 337.03781333422006
Training time for Neural Network: 0.3775031566619873 seconds
Testing time for Neural Network: 0.0023589134216308594 seconds
RMSE for Neural Network: 424.29733306976965
MAE for Neural Network: 339.07111423823403
Training time for Neural Network: 0.4402599334716797 seconds
Testing time for Neural Network: 0.001135110855102539 seconds
RMSE for Neural Network: 424.1179637305543
MAE for Neural Network: 338.8466331832003
Training time for Neural Network: 0.4034087657928467 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 0.2934682602461254
MAE for Neural Network: 0.2341037204124975
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RMSE for Neural Network: 422.8920932240484
MAE for Neural Network: 337.31100808016294
Training time for Neural Network: 0.7177731990814209 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 1.1213607443235152
MAE for Neural Network: 0.856495679695459
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Testing time for Neural Network: 0.002538919448852539 seconds
RMSE for Neural Network: 421.6426189942846
MAE for Neural Network: 335.7431932489443
Training time for Neural Network: 0.3213181495666504 seconds
Testing time for Neural Network: 0.0024671554565429688 seconds
RMSE for Neural Network: 423.0749609988394
MAE for Neural Network: 337.54024394849284
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Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 0.549258007423239
MAE for Neural Network: 0.4534610935104623
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Testing time for Neural Network: 0.0006101131439208984 seconds
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MAE for Neural Network: 0.2117035195284021
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Testing time for Neural Network: 0.0005791187286376953 seconds
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Testing time for Neural Network: 0.0006041526794433594 seconds
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MAE for Neural Network: 0.3099621352749534
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Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 0.2509375920307545
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Testing time for Neural Network: 0.0005831718444824219 seconds
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MAE for Neural Network: 337.6462367533085
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Testing time for Neural Network: 0.0005698204040527344 seconds
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Testing time for Neural Network: 0.002042055130004883 seconds
RMSE for Neural Network: 423.1411729076136
MAE for Neural Network: 337.62323064367115
Training time for Neural Network: 0.4278872013092041 seconds
Testing time for Neural Network: 0.0006537437438964844 seconds
RMSE for Neural Network: 0.17643811346050634
MAE for Neural Network: 0.1346924767409568
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Testing time for Neural Network: 0.0006020069122314453 seconds
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MAE for Neural Network: 337.1311958626927
Training time for Neural Network: 0.43589210510253906 seconds
Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 424.169398016929
MAE for Neural Network: 338.91100878354837
Training time for Neural Network: 0.14319515228271484 seconds
Testing time for Neural Network: 0.0018727779388427734 seconds
RMSE for Neural Network: 423.449195335904
MAE for Neural Network: 338.0091932052486
Training time for Neural Network: 0.3335838317871094 seconds
Testing time for Neural Network: 0.0018723011016845703 seconds
RMSE for Neural Network: 1.999074651268682
MAE for Neural Network: 1.6668799492162703
Training time for Neural Network: 0.4779031276702881 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.09952201628609687
MAE for Neural Network: 0.08041289207192304
Training time for Neural Network: 0.3135809898376465 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 423.534976309987
MAE for Neural Network: 338.1166511997594
Training time for Neural Network: 0.28841280937194824 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 424.30837012556566
MAE for Neural Network: 339.08492537895654
Training time for Neural Network: 0.5020780563354492 seconds
Testing time for Neural Network: 0.0035037994384765625 seconds
RMSE for Neural Network: 0.27145480646332343
MAE for Neural Network: 0.20999084361643816
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Testing time for Neural Network: 0.0005097389221191406 seconds
RMSE for Neural Network: 1.2488231050967127
MAE for Neural Network: 1.0692935915863568
Training time for Neural Network: 0.18545889854431152 seconds
Testing time for Neural Network: 0.0005297660827636719 seconds
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MAE for Neural Network: 337.5157854407595
Training time for Neural Network: 0.1294851303100586 seconds
Testing time for Neural Network: 0.0005028247833251953 seconds
RMSE for Neural Network: 0.5802300248751998
MAE for Neural Network: 0.45248607804452107
Training time for Neural Network: 0.3534681797027588 seconds
Testing time for Neural Network: 0.0005719661712646484 seconds
RMSE for Neural Network: 424.18263842655847
MAE for Neural Network: 338.9275798797657
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Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 421.94707270346447
MAE for Neural Network: 336.1254614331698
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RMSE for Neural Network: 423.63272150190625
MAE for Neural Network: 338.2390816977692
Training time for Neural Network: 0.35077404975891113 seconds
Testing time for Neural Network: 0.000579833984375 seconds
RMSE for Neural Network: 423.2186162046875
MAE for Neural Network: 337.7202847962336
Training time for Neural Network: 0.46428704261779785 seconds
Testing time for Neural Network: 0.0018391609191894531 seconds
RMSE for Neural Network: 423.897858674229
MAE for Neural Network: 338.57109777598436
Training time for Neural Network: 0.14404082298278809 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 423.87721767076437
MAE for Neural Network: 338.5452544652591
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Testing time for Neural Network: 0.0005900859832763672 seconds
RMSE for Neural Network: 0.7702549384944092
MAE for Neural Network: 0.6240629485797278
Training time for Neural Network: 0.6971912384033203 seconds
Testing time for Neural Network: 0.0010428428649902344 seconds
RMSE for Neural Network: 0.20313448505684942
MAE for Neural Network: 0.13211061781120223
Training time for Neural Network: 0.4942610263824463 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 422.1733079218715
MAE for Neural Network: 336.4094166077013
Training time for Neural Network: 0.4465470314025879 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 422.05725330124284
MAE for Neural Network: 336.26376362139877
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Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 423.1149935300185
MAE for Neural Network: 337.5904196071715
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Testing time for Neural Network: 0.0009582042694091797 seconds
RMSE for Neural Network: 422.1117827752345
MAE for Neural Network: 336.33220306465637
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MAE for Neural Network: 337.4410186276715
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Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 422.06880790026804
MAE for Neural Network: 336.2782661174996
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MAE for Neural Network: 0.2803180370154115
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Testing time for Neural Network: 0.0005853176116943359 seconds
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Testing time for Neural Network: 0.0018491744995117188 seconds
RMSE for Neural Network: 0.5632960923441591
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MAE for Neural Network: 338.08356259702515
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Testing time for Neural Network: 0.0005929470062255859 seconds
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MAE for Neural Network: 335.87393532956094
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RMSE for Neural Network: 0.39889630267684734
MAE for Neural Network: 0.31129319953116436
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MAE for Neural Network: 336.0326616257007
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Testing time for Neural Network: 0.0006852149963378906 seconds
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MAE for Neural Network: 336.5004404307292
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MAE for Neural Network: 336.50527967078233
Training time for Neural Network: 0.8132400512695312 seconds
Testing time for Neural Network: 0.0016238689422607422 seconds
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MAE for Neural Network: 337.04710858864723
Training time for Neural Network: 0.3760693073272705 seconds
Testing time for Neural Network: 0.0006086826324462891 seconds
RMSE for Neural Network: 0.7995724203593738
MAE for Neural Network: 0.6338609205010858
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Testing time for Neural Network: 0.0008900165557861328 seconds
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MAE for Neural Network: 0.23369302641734507
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Testing time for Neural Network: 0.0005979537963867188 seconds
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MAE for Neural Network: 338.3284588397756
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Testing time for Neural Network: 0.0005838871002197266 seconds
RMSE for Neural Network: 0.2294191949997007
MAE for Neural Network: 0.18686521890813412
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Testing time for Neural Network: 0.0006821155548095703 seconds
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MAE for Neural Network: 0.25907464837755523
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Testing time for Neural Network: 0.0006079673767089844 seconds
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MAE for Neural Network: 337.55994107283834
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Testing time for Neural Network: 0.0005881786346435547 seconds
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MAE for Neural Network: 337.63772580393675
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Testing time for Neural Network: 0.0018000602722167969 seconds
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MAE for Neural Network: 336.9786441180183
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Testing time for Neural Network: 0.0005209445953369141 seconds
RMSE for Neural Network: 421.90448208386744
MAE for Neural Network: 336.0719947616804
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Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 421.92969620813795
MAE for Neural Network: 336.1036480059836
Training time for Neural Network: 0.3520228862762451 seconds
Testing time for Neural Network: 0.002318859100341797 seconds
RMSE for Neural Network: 0.38704388140885465
MAE for Neural Network: 0.2930517413558895
Training time for Neural Network: 0.3308827877044678 seconds
Testing time for Neural Network: 0.0007500648498535156 seconds
RMSE for Neural Network: 423.146563366654
MAE for Neural Network: 337.6299864491427
Training time for Neural Network: 0.409527063369751 seconds
Testing time for Neural Network: 0.0006198883056640625 seconds
RMSE for Neural Network: 421.84808544016244
MAE for Neural Network: 336.0011917392096
Training time for Neural Network: 0.35861682891845703 seconds
Testing time for Neural Network: 0.00072479248046875 seconds
RMSE for Neural Network: 424.16068832264557
MAE for Neural Network: 338.90010796542833
Training time for Neural Network: 0.4280109405517578 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.2731534413256892
MAE for Neural Network: 0.21162910575994268
Training time for Neural Network: 0.3347499370574951 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 423.51000769404385
MAE for Neural Network: 338.08537424391426
Training time for Neural Network: 0.4625968933105469 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 421.88942484943533
MAE for Neural Network: 336.0530917287116
Training time for Neural Network: 0.30963897705078125 seconds
Testing time for Neural Network: 0.0005879402160644531 seconds
RMSE for Neural Network: 422.6773737088077
MAE for Neural Network: 337.0417717524248
Training time for Neural Network: 0.42047882080078125 seconds
Testing time for Neural Network: 0.0007350444793701172 seconds
RMSE for Neural Network: 423.4361137266242
MAE for Neural Network: 337.9928047585409
Training time for Neural Network: 0.3383669853210449 seconds
Testing time for Neural Network: 0.0013921260833740234 seconds
RMSE for Neural Network: 423.32526182685353
MAE for Neural Network: 337.8539195590493
Training time for Neural Network: 0.5572900772094727 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 0.3318390299345283
MAE for Neural Network: 0.2703980978852379
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Testing time for Neural Network: 0.001990795135498047 seconds
RMSE for Neural Network: 422.0269991978232
MAE for Neural Network: 336.22578977906795
Training time for Neural Network: 0.35277605056762695 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 422.4088394201669
MAE for Neural Network: 336.70494692078836
Training time for Neural Network: 0.36150407791137695 seconds
Testing time for Neural Network: 0.003131866455078125 seconds
RMSE for Neural Network: 424.28740372897346
MAE for Neural Network: 339.058689055024
Training time for Neural Network: 0.38655686378479004 seconds
Testing time for Neural Network: 0.0005948543548583984 seconds
RMSE for Neural Network: 423.8337897456581
MAE for Neural Network: 338.4908787409274
Training time for Neural Network: 0.14524102210998535 seconds
Testing time for Neural Network: 0.00045609474182128906 seconds
RMSE for Neural Network: 34.44956236824121
MAE for Neural Network: 26.919929864864613
Training time for Neural Network: 0.9730970859527588 seconds
Testing time for Neural Network: 0.0021278858184814453 seconds
RMSE for Neural Network: 0.572392254514836
MAE for Neural Network: 0.4536526224798037
Training time for Neural Network: 0.454617977142334 seconds
Testing time for Neural Network: 0.0006229877471923828 seconds
RMSE for Neural Network: 422.40811760072904
MAE for Neural Network: 336.7040413710976
Training time for Neural Network: 0.4722590446472168 seconds
Testing time for Neural Network: 0.0007648468017578125 seconds
RMSE for Neural Network: 422.8193086644067
MAE for Neural Network: 337.2197524465098
Training time for Neural Network: 0.37676477432250977 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 423.3683659144979
MAE for Neural Network: 337.90792668676875
Training time for Neural Network: 0.40625786781311035 seconds
Testing time for Neural Network: 0.0020821094512939453 seconds
RMSE for Neural Network: 0.4286021384526123
MAE for Neural Network: 0.329393192382049
Training time for Neural Network: 0.4767799377441406 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 422.9914291182585
MAE for Neural Network: 337.43553868575435
Training time for Neural Network: 0.30501389503479004 seconds
Testing time for Neural Network: 0.000579833984375 seconds
RMSE for Neural Network: 421.94146453558375
MAE for Neural Network: 336.11842132657927
Training time for Neural Network: 0.47028207778930664 seconds
Testing time for Neural Network: 0.0015139579772949219 seconds
RMSE for Neural Network: 62.63019360965311
MAE for Neural Network: 44.75770956103533
Training time for Neural Network: 0.4415128231048584 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 0.19235853571535394
MAE for Neural Network: 0.15222865910598327
Training time for Neural Network: 0.42336106300354004 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 423.5994669267635
MAE for Neural Network: 338.19743056575214
Training time for Neural Network: 0.27851009368896484 seconds
Testing time for Neural Network: 0.0005528926849365234 seconds
RMSE for Neural Network: 424.19937422916587
MAE for Neural Network: 338.9485252321574
Training time for Neural Network: 0.37363505363464355 seconds
Testing time for Neural Network: 0.0006299018859863281 seconds
RMSE for Neural Network: 422.05648094680583
MAE for Neural Network: 336.26279420988584
Training time for Neural Network: 0.4608309268951416 seconds
Testing time for Neural Network: 0.0026361942291259766 seconds
RMSE for Neural Network: 422.9276078401074
MAE for Neural Network: 337.3555322415718
Training time for Neural Network: 0.40605688095092773 seconds
Testing time for Neural Network: 0.0005729198455810547 seconds
RMSE for Neural Network: 0.8858383562159192
MAE for Neural Network: 0.7204986167883074
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Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 424.1014452508169
MAE for Neural Network: 338.82595757183395
Training time for Neural Network: 0.2922549247741699 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 423.83381696210296
MAE for Neural Network: 338.49091281939
Training time for Neural Network: 0.39202284812927246 seconds
Testing time for Neural Network: 0.001291036605834961 seconds
RMSE for Neural Network: 14.449071076816551
MAE for Neural Network: 12.181028001566256
Training time for Neural Network: 0.3588118553161621 seconds
Testing time for Neural Network: 0.0005803108215332031 seconds
RMSE for Neural Network: 424.18362946951106
MAE for Neural Network: 338.92882021239507
Training time for Neural Network: 0.11390995979309082 seconds
Testing time for Neural Network: 0.001188039779663086 seconds
RMSE for Neural Network: 2.299568635809462
MAE for Neural Network: 1.5907135296644908
Training time for Neural Network: 0.38428592681884766 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 0.300628585572377
MAE for Neural Network: 0.2448830406745975
Training time for Neural Network: 0.5264878273010254 seconds
Testing time for Neural Network: 0.0021631717681884766 seconds
RMSE for Neural Network: 1.255440591382795
MAE for Neural Network: 1.032479885120603
Training time for Neural Network: 0.3257138729095459 seconds
Testing time for Neural Network: 0.0005953311920166016 seconds
RMSE for Neural Network: 12.61227664829617
MAE for Neural Network: 11.034090346028988
Training time for Neural Network: 0.34579896926879883 seconds
Testing time for Neural Network: 0.0007658004760742188 seconds
RMSE for Neural Network: 14.277828192963314
MAE for Neural Network: 11.85135092238319
Training time for Neural Network: 0.317091703414917 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 423.4565034359632
MAE for Neural Network: 338.01834855943906
Training time for Neural Network: 0.3063662052154541 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 0.5741741674100608
MAE for Neural Network: 0.45524320657013706
Training time for Neural Network: 0.40230488777160645 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 424.09139414591823
MAE for Neural Network: 338.81337672716984
Training time for Neural Network: 0.4678049087524414 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 424.20690853435553
MAE for Neural Network: 338.95795448538104
Training time for Neural Network: 0.39583420753479004 seconds
Testing time for Neural Network: 0.0005717277526855469 seconds
RMSE for Neural Network: 421.99212870634375
MAE for Neural Network: 336.1820196720073
Training time for Neural Network: 0.32677412033081055 seconds
Testing time for Neural Network: 0.000598907470703125 seconds
RMSE for Neural Network: 0.550682571217368
MAE for Neural Network: 0.4395827330402514
Training time for Neural Network: 0.4076039791107178 seconds
Testing time for Neural Network: 0.0006022453308105469 seconds
RMSE for Neural Network: 424.34209396587016
MAE for Neural Network: 339.12712420562565
Training time for Neural Network: 0.36812686920166016 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 422.18561646084635
MAE for Neural Network: 336.4248629442589
Training time for Neural Network: 0.4179360866546631 seconds
Testing time for Neural Network: 0.0006725788116455078 seconds
RMSE for Neural Network: 422.6229246788487
MAE for Neural Network: 336.97348578893025
Training time for Neural Network: 0.43665099143981934 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 2.111189814223853
MAE for Neural Network: 1.882817627199081
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Testing time for Neural Network: 0.002496957778930664 seconds
RMSE for Neural Network: 422.3359778563063
MAE for Neural Network: 336.61353486228234
Training time for Neural Network: 0.3147416114807129 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 423.693660347608
MAE for Neural Network: 338.31540236795706
Training time for Neural Network: 0.4191930294036865 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 0.8564681318289833
MAE for Neural Network: 0.6912621878225889
Training time for Neural Network: 0.29735302925109863 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 1.3572487637598398
MAE for Neural Network: 1.1077469808858809
Training time for Neural Network: 0.26987314224243164 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 11.488565464354732
MAE for Neural Network: 9.664127916196506
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Testing time for Neural Network: 0.0005853176116943359 seconds
RMSE for Neural Network: 421.6473468546553
MAE for Neural Network: 335.74913070655674
Training time for Neural Network: 0.33431100845336914 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 421.9916951669507
MAE for Neural Network: 336.18147547197657
Training time for Neural Network: 0.34485912322998047 seconds
Testing time for Neural Network: 0.0005578994750976562 seconds
RMSE for Neural Network: 0.3669375828614503
MAE for Neural Network: 0.2888643358480847
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Testing time for Neural Network: 0.0007848739624023438 seconds
RMSE for Neural Network: 6.106430592616319
MAE for Neural Network: 5.022377230225519
Training time for Neural Network: 0.4435272216796875 seconds
Testing time for Neural Network: 0.0006477832794189453 seconds
RMSE for Neural Network: 2.886378553903752
MAE for Neural Network: 2.2149658743975444
Training time for Neural Network: 0.18080997467041016 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
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Testing time for Neural Network: 0.000640869140625 seconds
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MAE for Neural Network: 337.828743324029
Training time for Neural Network: 0.4001898765563965 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
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Testing time for Neural Network: 0.0028831958770751953 seconds
RMSE for Neural Network: 421.98540800473313
MAE for Neural Network: 336.1735834796655
Training time for Neural Network: 0.3935837745666504 seconds
Testing time for Neural Network: 0.0005881786346435547 seconds
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Testing time for Neural Network: 0.0006389617919921875 seconds
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MAE for Neural Network: 338.1199821265017
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MAE for Neural Network: 336.8186600692269
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Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 422.7178325652312
MAE for Neural Network: 337.0925090079656
Training time for Neural Network: 0.34757018089294434 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
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MAE for Neural Network: 3.0803213506415377
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Testing time for Neural Network: 0.0006480216979980469 seconds
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MAE for Neural Network: 0.5759448696888363
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Testing time for Neural Network: 0.0008523464202880859 seconds
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Training time for Neural Network: 0.34445786476135254 seconds
Testing time for Neural Network: 0.001241922378540039 seconds
RMSE for Neural Network: 423.77406265027537
MAE for Neural Network: 338.41608980034914
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Testing time for Neural Network: 0.0006079673767089844 seconds
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MAE for Neural Network: 336.0853921657841
Training time for Neural Network: 0.39658284187316895 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 0.37017008495149567
MAE for Neural Network: 0.2960363996314203
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Testing time for Neural Network: 0.0006010532379150391 seconds
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MAE for Neural Network: 337.19547978919144
Training time for Neural Network: 0.3674931526184082 seconds
Testing time for Neural Network: 0.0006029605865478516 seconds
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MAE for Neural Network: 0.27652412669222676
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Testing time for Neural Network: 0.0011668205261230469 seconds
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MAE for Neural Network: 0.24841611678917758
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Testing time for Neural Network: 0.0004782676696777344 seconds
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MAE for Neural Network: 338.4529929347328
Training time for Neural Network: 0.3593411445617676 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
RMSE for Neural Network: 0.35768212938998767
MAE for Neural Network: 0.28942049440034495
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Testing time for Neural Network: 0.0005898475646972656 seconds
RMSE for Neural Network: 0.7254751688645285
MAE for Neural Network: 0.42333932394453916
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Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 422.24741125886993
MAE for Neural Network: 336.50240708716444
Training time for Neural Network: 0.35326695442199707 seconds
Testing time for Neural Network: 0.0005869865417480469 seconds
RMSE for Neural Network: 422.1683499242961
MAE for Neural Network: 336.40319460201533
Training time for Neural Network: 0.3527040481567383 seconds
Testing time for Neural Network: 0.0005967617034912109 seconds
RMSE for Neural Network: 423.1710179889573
MAE for Neural Network: 337.66063455257705
Training time for Neural Network: 0.3804910182952881 seconds
Testing time for Neural Network: 0.0006091594696044922 seconds
RMSE for Neural Network: 422.6190010388467
MAE for Neural Network: 336.9685648539211
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Testing time for Neural Network: 0.0006060600280761719 seconds
RMSE for Neural Network: 423.2409127340143
MAE for Neural Network: 337.74822556537583
Training time for Neural Network: 0.2788102626800537 seconds
Testing time for Neural Network: 0.0005788803100585938 seconds
RMSE for Neural Network: 423.4639299374583
MAE for Neural Network: 338.0276521509966
Training time for Neural Network: 0.11864614486694336 seconds
Testing time for Neural Network: 0.00045800209045410156 seconds
RMSE for Neural Network: 1.0337957779012892
MAE for Neural Network: 0.8431851567905599
Training time for Neural Network: 0.3613700866699219 seconds
Testing time for Neural Network: 0.0011987686157226562 seconds
RMSE for Neural Network: 424.1846322334497
MAE for Neural Network: 338.930075212669
Training time for Neural Network: 0.3065321445465088 seconds
Testing time for Neural Network: 0.0006048679351806641 seconds
RMSE for Neural Network: 1.2003099452807056
MAE for Neural Network: 0.9521905802397513
Training time for Neural Network: 0.37685513496398926 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 423.9172613800408
MAE for Neural Network: 338.59539004037316
Training time for Neural Network: 0.3915410041809082 seconds
Testing time for Neural Network: 0.0020210742950439453 seconds
RMSE for Neural Network: 422.421877951314
MAE for Neural Network: 336.721304096657
Training time for Neural Network: 0.5342729091644287 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 0.5330202020701221
MAE for Neural Network: 0.4299168850982201
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Testing time for Neural Network: 0.0019469261169433594 seconds
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MAE for Neural Network: 0.20502773815787684
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Testing time for Neural Network: 0.0005562305450439453 seconds
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MAE for Neural Network: 337.7114986078366
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Testing time for Neural Network: 0.0005130767822265625 seconds
RMSE for Neural Network: 422.9062942323636
MAE for Neural Network: 337.3288119357566
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Testing time for Neural Network: 0.000766754150390625 seconds
RMSE for Neural Network: 0.7568919136175998
MAE for Neural Network: 0.6023657857727776
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Testing time for Neural Network: 0.0006170272827148438 seconds
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MAE for Neural Network: 0.4283813386382688
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Testing time for Neural Network: 0.000579833984375 seconds
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MAE for Neural Network: 336.9628341194839
Training time for Neural Network: 0.29715991020202637 seconds
Testing time for Neural Network: 0.000591278076171875 seconds
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MAE for Neural Network: 0.42462273148719265
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Testing time for Neural Network: 0.0006310939788818359 seconds
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MAE for Neural Network: 0.33531381664663795
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Testing time for Neural Network: 0.0006148815155029297 seconds
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MAE for Neural Network: 337.01481458443624
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Testing time for Neural Network: 0.0005953311920166016 seconds
RMSE for Neural Network: 423.96935947170175
MAE for Neural Network: 338.6606139359633
Training time for Neural Network: 0.46013474464416504 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 423.4815329381724
MAE for Neural Network: 338.0497040381826
Training time for Neural Network: 0.3884592056274414 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 423.4237737510614
MAE for Neural Network: 337.9773451553056
Training time for Neural Network: 0.1278979778289795 seconds
Testing time for Neural Network: 0.00043201446533203125 seconds
RMSE for Neural Network: 422.96712664144115
MAE for Neural Network: 337.40507387998105
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MAE for Neural Network: 338.2939714116848
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MAE for Neural Network: 337.22229151232807
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Testing time for Neural Network: 0.0007548332214355469 seconds
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MAE for Neural Network: 0.4597534968493375
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Testing time for Neural Network: 0.00084686279296875 seconds
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MAE for Neural Network: 336.73810027283747
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Testing time for Neural Network: 0.0006258487701416016 seconds
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Testing time for Neural Network: 0.00057220458984375 seconds
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MAE for Neural Network: 337.96376910653925
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Testing time for Neural Network: 0.0006058216094970703 seconds
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MAE for Neural Network: 338.2849458664238
Training time for Neural Network: 0.3654520511627197 seconds
Testing time for Neural Network: 0.0005948543548583984 seconds
RMSE for Neural Network: 0.27625229473490626
MAE for Neural Network: 0.22247088909705048
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Testing time for Neural Network: 0.003945112228393555 seconds
RMSE for Neural Network: 14.2014310334559
MAE for Neural Network: 11.6329253524818
Training time for Neural Network: 0.48610687255859375 seconds
Testing time for Neural Network: 0.0007936954498291016 seconds
RMSE for Neural Network: 423.9542658541527
MAE for Neural Network: 338.6417180392459
Training time for Neural Network: 0.3338141441345215 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 0.35997727065920593
MAE for Neural Network: 0.2956007095750749
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Testing time for Neural Network: 0.0004961490631103516 seconds
RMSE for Neural Network: 423.03473518131096
MAE for Neural Network: 337.489823299252
Training time for Neural Network: 0.3370201587677002 seconds
Testing time for Neural Network: 0.0022509098052978516 seconds
RMSE for Neural Network: 422.5353731753572
MAE for Neural Network: 336.8636745704067
Training time for Neural Network: 0.4142310619354248 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 424.3840410569043
MAE for Neural Network: 339.1796101837886
Training time for Neural Network: 0.3511180877685547 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.44482317738269506
MAE for Neural Network: 0.36496379115287014
Training time for Neural Network: 0.4476451873779297 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 423.1510165984051
MAE for Neural Network: 337.6355676004858
Training time for Neural Network: 0.4318969249725342 seconds
Testing time for Neural Network: 0.001638174057006836 seconds
RMSE for Neural Network: 422.20733931303425
MAE for Neural Network: 336.45212293940153
Training time for Neural Network: 0.45033788681030273 seconds
Testing time for Neural Network: 0.0006330013275146484 seconds
RMSE for Neural Network: 423.6661717817428
MAE for Neural Network: 338.28097607290255
Training time for Neural Network: 0.4293332099914551 seconds
Testing time for Neural Network: 0.0006268024444580078 seconds
RMSE for Neural Network: 421.82016595321846
MAE for Neural Network: 335.9661382720576
Training time for Neural Network: 0.3505861759185791 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 0.7385143196814241
MAE for Neural Network: 0.5823237664563234
Training time for Neural Network: 0.41170287132263184 seconds
Testing time for Neural Network: 0.0014297962188720703 seconds
RMSE for Neural Network: 0.41060144526214737
MAE for Neural Network: 0.32980869403017693
Training time for Neural Network: 0.31969189643859863 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 423.9043409797063
MAE for Neural Network: 338.57921371826365
Training time for Neural Network: 0.32297778129577637 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 0.23338684600582596
MAE for Neural Network: 0.17872575868256338
Training time for Neural Network: 0.162139892578125 seconds
Testing time for Neural Network: 0.0004367828369140625 seconds
RMSE for Neural Network: 422.1145814083947
MAE for Neural Network: 336.3357154662924
Training time for Neural Network: 0.4181380271911621 seconds
Testing time for Neural Network: 0.0012619495391845703 seconds
RMSE for Neural Network: 422.5480521217767
MAE for Neural Network: 336.8795779095941
Training time for Neural Network: 0.410506010055542 seconds
Testing time for Neural Network: 0.0008308887481689453 seconds
RMSE for Neural Network: 423.7129596738024
MAE for Neural Network: 338.33957181531673
Training time for Neural Network: 0.3138270378112793 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 423.502433670342
MAE for Neural Network: 338.0758864298679
Training time for Neural Network: 0.4028630256652832 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 422.47680298500126
MAE for Neural Network: 336.79020579741643
Training time for Neural Network: 0.5023586750030518 seconds
Testing time for Neural Network: 0.0018570423126220703 seconds
RMSE for Neural Network: 0.17934115509152596
MAE for Neural Network: 0.13838924248847256
Training time for Neural Network: 0.32205677032470703 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 0.9579820136959128
MAE for Neural Network: 0.7936880693434185
Training time for Neural Network: 0.3094520568847656 seconds
Testing time for Neural Network: 0.002713918685913086 seconds
RMSE for Neural Network: 423.63664838672
MAE for Neural Network: 338.2439999718724
Training time for Neural Network: 0.43742823600769043 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 0.14554191012301415
MAE for Neural Network: 0.1142587621516164
Training time for Neural Network: 0.42274928092956543 seconds
Testing time for Neural Network: 0.0009708404541015625 seconds
RMSE for Neural Network: 0.1774606329936361
MAE for Neural Network: 0.14178332485684822
Training time for Neural Network: 0.4031670093536377 seconds
Testing time for Neural Network: 0.002168893814086914 seconds
RMSE for Neural Network: 16.964972191720634
MAE for Neural Network: 14.352953312308259
Training time for Neural Network: 0.340954065322876 seconds
Testing time for Neural Network: 0.0022830963134765625 seconds
RMSE for Neural Network: 0.42474101030657957
MAE for Neural Network: 0.3331240517904016
Training time for Neural Network: 0.3948218822479248 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 422.23580869499926
MAE for Neural Network: 336.48784793058803
Training time for Neural Network: 0.923292875289917 seconds
Testing time for Neural Network: 0.0005829334259033203 seconds
RMSE for Neural Network: 0.560706190780323
MAE for Neural Network: 0.4543278592503489
Training time for Neural Network: 0.41604089736938477 seconds
Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 0.7774221009180159
MAE for Neural Network: 0.6530745218926236
Training time for Neural Network: 0.8301112651824951 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 423.4455184967295
MAE for Neural Network: 338.00458694461923
Training time for Neural Network: 0.3471090793609619 seconds
Testing time for Neural Network: 0.0005838871002197266 seconds
RMSE for Neural Network: 11.38268875800412
MAE for Neural Network: 9.080032273992197
Training time for Neural Network: 0.16547608375549316 seconds
Testing time for Neural Network: 0.0008869171142578125 seconds
RMSE for Neural Network: 423.2192051318867
MAE for Neural Network: 337.7210228178052
Training time for Neural Network: 0.3183259963989258 seconds
Testing time for Neural Network: 0.0006091594696044922 seconds
RMSE for Neural Network: 423.91299833513614
MAE for Neural Network: 338.59005274538663
Training time for Neural Network: 0.3571181297302246 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 0.6655237702458418
MAE for Neural Network: 0.5139452252361489
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Testing time for Neural Network: 0.0005831718444824219 seconds
RMSE for Neural Network: 423.52099458413693
MAE for Neural Network: 338.0991371094801
Training time for Neural Network: 0.39709997177124023 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 1.15341664682416
MAE for Neural Network: 0.9725202273688032
Training time for Neural Network: 0.39196324348449707 seconds
Testing time for Neural Network: 0.002474069595336914 seconds
RMSE for Neural Network: 424.3232964095439
MAE for Neural Network: 339.10360295417115
Training time for Neural Network: 0.4857909679412842 seconds
Testing time for Neural Network: 0.004026889801025391 seconds
RMSE for Neural Network: 423.6557274846898
MAE for Neural Network: 338.26789544859304
Training time for Neural Network: 0.32461023330688477 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 423.1874264532512
MAE for Neural Network: 337.6811981274119
Training time for Neural Network: 0.4344899654388428 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 0.30508496359560067
MAE for Neural Network: 0.2500354205619416
Training time for Neural Network: 0.4196741580963135 seconds
Testing time for Neural Network: 0.000591278076171875 seconds
RMSE for Neural Network: 0.26914506023705537
MAE for Neural Network: 0.23920447625355495
Training time for Neural Network: 0.39861297607421875 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 423.2509695246409
MAE for Neural Network: 337.7608279007307
Training time for Neural Network: 0.3860909938812256 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 423.80055643023917
MAE for Neural Network: 338.44926546118967
Training time for Neural Network: 0.43456101417541504 seconds
Testing time for Neural Network: 0.0006022453308105469 seconds
RMSE for Neural Network: 423.2538877968197
MAE for Neural Network: 337.76448480525795
Training time for Neural Network: 0.42757081985473633 seconds
Testing time for Neural Network: 0.0006649494171142578 seconds
RMSE for Neural Network: 0.4475812937030229
MAE for Neural Network: 0.35827265788534474
Training time for Neural Network: 0.4240109920501709 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 0.7002365895285437
MAE for Neural Network: 0.5447733774600302
Training time for Neural Network: 0.3554987907409668 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 423.4312811453129
MAE for Neural Network: 337.98675049918677
Training time for Neural Network: 0.3326740264892578 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
RMSE for Neural Network: 0.26330034492752696
MAE for Neural Network: 0.20373694591701386
Training time for Neural Network: 0.3881373405456543 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
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MAE for Neural Network: 9.031274431070877
Training time for Neural Network: 0.3990020751953125 seconds
Testing time for Neural Network: 0.00063323974609375 seconds
RMSE for Neural Network: 422.81528254772996
MAE for Neural Network: 337.2147043302757
Training time for Neural Network: 0.34083008766174316 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 0.2606293275768224
MAE for Neural Network: 0.21181601960299176
Training time for Neural Network: 0.38514208793640137 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 424.39467874148534
MAE for Neural Network: 339.19292003921174
Training time for Neural Network: 0.27668190002441406 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 421.67259903052934
MAE for Neural Network: 335.7808428630199
Training time for Neural Network: 0.4100039005279541 seconds
Testing time for Neural Network: 0.0006277561187744141 seconds
RMSE for Neural Network: 423.656736737425
MAE for Neural Network: 338.2691594627603
Training time for Neural Network: 0.35358405113220215 seconds
Testing time for Neural Network: 0.001299142837524414 seconds
RMSE for Neural Network: 422.5321668516019
MAE for Neural Network: 336.8596528006115
Training time for Neural Network: 0.4152491092681885 seconds
Testing time for Neural Network: 0.0013058185577392578 seconds
RMSE for Neural Network: 0.3507417998105047
MAE for Neural Network: 0.2698013292258433
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Testing time for Neural Network: 0.0006761550903320312 seconds
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MAE for Neural Network: 338.0878098966438
Training time for Neural Network: 0.41825103759765625 seconds
Testing time for Neural Network: 0.0014557838439941406 seconds
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MAE for Neural Network: 339.05556170946613
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Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.21088340874320738
MAE for Neural Network: 0.1700135777671942
Training time for Neural Network: 0.3583049774169922 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 423.12858374783536
MAE for Neural Network: 337.6074525911527
Training time for Neural Network: 0.4430058002471924 seconds
Testing time for Neural Network: 0.003582000732421875 seconds
RMSE for Neural Network: 0.191602119740636
MAE for Neural Network: 0.15532044686892166
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Testing time for Neural Network: 0.0006148815155029297 seconds
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MAE for Neural Network: 337.5004839441549
Training time for Neural Network: 0.3728790283203125 seconds
Testing time for Neural Network: 0.0007550716400146484 seconds
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MAE for Neural Network: 339.0854125482986
Training time for Neural Network: 0.4244201183319092 seconds
Testing time for Neural Network: 0.0015769004821777344 seconds
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MAE for Neural Network: 338.30608744005076
Training time for Neural Network: 0.33529186248779297 seconds
Testing time for Neural Network: 0.0006122589111328125 seconds
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MAE for Neural Network: 0.3410322057290216
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Testing time for Neural Network: 0.002530813217163086 seconds
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Testing time for Neural Network: 0.0005881786346435547 seconds
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MAE for Neural Network: 338.0902411029284
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Testing time for Neural Network: 0.0006971359252929688 seconds
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Testing time for Neural Network: 0.0006859302520751953 seconds
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Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 424.276750617037
MAE for Neural Network: 339.04535799032834
Training time for Neural Network: 0.4847280979156494 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
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MAE for Neural Network: 0.2605314111230067
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Testing time for Neural Network: 0.0006048679351806641 seconds
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Testing time for Neural Network: 0.0005629062652587891 seconds
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Testing time for Neural Network: 0.0005910396575927734 seconds
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Testing time for Neural Network: 0.0006022453308105469 seconds
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Testing time for Neural Network: 0.0010380744934082031 seconds
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Training time for Neural Network: 0.3898780345916748 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
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Testing time for Neural Network: 0.0006189346313476562 seconds
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MAE for Neural Network: 337.8426452877378
Training time for Neural Network: 0.4606208801269531 seconds
Testing time for Neural Network: 0.0006392002105712891 seconds
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MAE for Neural Network: 336.52562793327127
Training time for Neural Network: 0.19969511032104492 seconds
Testing time for Neural Network: 0.0014190673828125 seconds
RMSE for Neural Network: 423.27333073697434
MAE for Neural Network: 337.78884850422554
Training time for Neural Network: 0.2949390411376953 seconds
Testing time for Neural Network: 0.0006089210510253906 seconds
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MAE for Neural Network: 0.27514733144520614
Training time for Neural Network: 0.39055895805358887 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 10.466131738699637
MAE for Neural Network: 8.877930431373786
Training time for Neural Network: 0.36177802085876465 seconds
Testing time for Neural Network: 0.0005817413330078125 seconds
RMSE for Neural Network: 422.6354774229305
MAE for Neural Network: 336.98922896310336
Training time for Neural Network: 0.34329700469970703 seconds
Testing time for Neural Network: 0.0006000995635986328 seconds
RMSE for Neural Network: 0.3196692814258692
MAE for Neural Network: 0.2512279369248547
Training time for Neural Network: 0.17738103866577148 seconds
Testing time for Neural Network: 0.00047898292541503906 seconds
RMSE for Neural Network: 2.555349361931308
MAE for Neural Network: 2.025729788139643
Training time for Neural Network: 0.44475388526916504 seconds
Testing time for Neural Network: 0.0014412403106689453 seconds
RMSE for Neural Network: 0.6936014988639168
MAE for Neural Network: 0.5632307110073476
Training time for Neural Network: 0.4524061679840088 seconds
Testing time for Neural Network: 0.0011429786682128906 seconds
RMSE for Neural Network: 0.14278439831520412
MAE for Neural Network: 0.12367048918923804
Training time for Neural Network: 0.45062780380249023 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 422.6024158609424
MAE for Neural Network: 336.9477638331251
Training time for Neural Network: 0.3575441837310791 seconds
Testing time for Neural Network: 0.001035928726196289 seconds
RMSE for Neural Network: 422.77731608309205
MAE for Neural Network: 337.1670990103591
Training time for Neural Network: 0.3628818988800049 seconds
Testing time for Neural Network: 0.001466989517211914 seconds
RMSE for Neural Network: 0.13621672007199026
MAE for Neural Network: 0.10913976463103621
Training time for Neural Network: 0.4332249164581299 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 0.4085548145169484
MAE for Neural Network: 0.2762199875384741
Training time for Neural Network: 0.393963098526001 seconds
Testing time for Neural Network: 0.0015549659729003906 seconds
RMSE for Neural Network: 422.1505806891408
MAE for Neural Network: 336.38089487486855
Training time for Neural Network: 0.431704044342041 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
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MAE for Neural Network: 337.0667400135519
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Testing time for Neural Network: 0.0006878376007080078 seconds
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MAE for Neural Network: 336.3474260016621
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Testing time for Neural Network: 0.0019130706787109375 seconds
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MAE for Neural Network: 336.8520325117804
Training time for Neural Network: 0.3121180534362793 seconds
Testing time for Neural Network: 0.0005822181701660156 seconds
RMSE for Neural Network: 1.256001443807498
MAE for Neural Network: 1.006355599299986
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Testing time for Neural Network: 0.003916025161743164 seconds
RMSE for Neural Network: 423.86602690289624
MAE for Neural Network: 338.53124290541535
Training time for Neural Network: 0.30915021896362305 seconds
Testing time for Neural Network: 0.0007867813110351562 seconds
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MAE for Neural Network: 0.3774899145237072
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Testing time for Neural Network: 0.0006101131439208984 seconds
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MAE for Neural Network: 0.5761029337683683
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Testing time for Neural Network: 0.0011730194091796875 seconds
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MAE for Neural Network: 335.9570651168561
Training time for Neural Network: 0.4180901050567627 seconds
Testing time for Neural Network: 0.0019030570983886719 seconds
RMSE for Neural Network: 0.4088558515773587
MAE for Neural Network: 0.32589204341986766
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Testing time for Neural Network: 0.0005970001220703125 seconds
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Testing time for Neural Network: 0.0006489753723144531 seconds
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MAE for Neural Network: 336.93353134056116
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Testing time for Neural Network: 0.0006577968597412109 seconds
RMSE for Neural Network: 0.3524295945435873
MAE for Neural Network: 0.26128476335569273
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Testing time for Neural Network: 0.0006530284881591797 seconds
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MAE for Neural Network: 338.70400422767256
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Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 424.218598238833
MAE for Neural Network: 338.972584071867
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MAE for Neural Network: 336.5015652221399
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MAE for Neural Network: 0.23900605548085652
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Testing time for Neural Network: 0.002274036407470703 seconds
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Testing time for Neural Network: 0.0005691051483154297 seconds
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Testing time for Neural Network: 0.003567934036254883 seconds
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MAE for Neural Network: 339.16990429714116
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Testing time for Neural Network: 0.0026149749755859375 seconds
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MAE for Neural Network: 0.3415120595218526
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Testing time for Neural Network: 0.002886056900024414 seconds
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MAE for Neural Network: 0.5215308173565978
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Testing time for Neural Network: 0.0025398731231689453 seconds
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Testing time for Neural Network: 0.0006399154663085938 seconds
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MAE for Neural Network: 336.94892761295256
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Testing time for Neural Network: 0.0006117820739746094 seconds
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MAE for Neural Network: 336.68376758269727
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Testing time for Neural Network: 0.0006477832794189453 seconds
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MAE for Neural Network: 0.12269191601211052
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MAE for Neural Network: 0.18687453787957017
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Testing time for Neural Network: 0.0005660057067871094 seconds
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MAE for Neural Network: 336.73630180769703
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Testing time for Neural Network: 0.0014319419860839844 seconds
RMSE for Neural Network: 10.773409072294367
MAE for Neural Network: 9.137651513139229
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Testing time for Neural Network: 0.0017459392547607422 seconds
RMSE for Neural Network: 422.3757286765528
MAE for Neural Network: 336.6634073309534
Training time for Neural Network: 0.4643557071685791 seconds
Testing time for Neural Network: 0.0009682178497314453 seconds
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MAE for Neural Network: 0.9990324562748847
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Testing time for Neural Network: 0.005216121673583984 seconds
RMSE for Neural Network: 423.3539311877862
MAE for Neural Network: 337.8898410914293
Training time for Neural Network: 0.604619026184082 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
RMSE for Neural Network: 422.1852560229988
MAE for Neural Network: 336.42441062420477
Training time for Neural Network: 0.7793431282043457 seconds
Testing time for Neural Network: 0.0006728172302246094 seconds
RMSE for Neural Network: 424.08296697064696
MAE for Neural Network: 338.8028284050553
Training time for Neural Network: 0.4638030529022217 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 0.3212847673894796
MAE for Neural Network: 0.25148479322503936
Training time for Neural Network: 0.45475292205810547 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 422.7458395207243
MAE for Neural Network: 337.1276293819902
Training time for Neural Network: 0.6482441425323486 seconds
Testing time for Neural Network: 0.0007143020629882812 seconds
RMSE for Neural Network: 423.9719295848805
MAE for Neural Network: 338.66383145615856
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Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 422.3237933242204
MAE for Neural Network: 336.59824727469606
Training time for Neural Network: 0.4965181350708008 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 422.03006300600333
MAE for Neural Network: 336.2296354301472
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Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 424.1949775829935
MAE for Neural Network: 338.94302274464195
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Testing time for Neural Network: 0.0006098747253417969 seconds
RMSE for Neural Network: 422.3065708219641
MAE for Neural Network: 336.5766382564974
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Testing time for Neural Network: 0.0006518363952636719 seconds
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MAE for Neural Network: 336.20032971085567
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Testing time for Neural Network: 0.0018343925476074219 seconds
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MAE for Neural Network: 336.3973204349942
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Testing time for Neural Network: 0.0006089210510253906 seconds
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MAE for Neural Network: 338.08065232240943
Training time for Neural Network: 0.8499860763549805 seconds
Testing time for Neural Network: 0.000644683837890625 seconds
RMSE for Neural Network: 0.3495467958818513
MAE for Neural Network: 0.27286271540770457
Training time for Neural Network: 0.9971630573272705 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 0.340714739312402
MAE for Neural Network: 0.25977511140655685
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Testing time for Neural Network: 0.0006239414215087891 seconds
RMSE for Neural Network: 421.95675303106384
MAE for Neural Network: 336.13761332102774
Training time for Neural Network: 0.5043330192565918 seconds
Testing time for Neural Network: 0.0008511543273925781 seconds
RMSE for Neural Network: 423.1946860357692
MAE for Neural Network: 337.69029590669584
Training time for Neural Network: 0.5484240055084229 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 423.2950313222578
MAE for Neural Network: 337.8160404758035
Training time for Neural Network: 0.7812139987945557 seconds
Testing time for Neural Network: 0.0027840137481689453 seconds
RMSE for Neural Network: 422.2038061269169
MAE for Neural Network: 336.44768920100165
Training time for Neural Network: 0.49112606048583984 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 0.6060315638962965
MAE for Neural Network: 0.49720376559813945
Training time for Neural Network: 0.5232870578765869 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 0.21742488324598727
MAE for Neural Network: 0.17064305629630602
Training time for Neural Network: 0.5332059860229492 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 0.18200132221094947
MAE for Neural Network: 0.1483779898427077
Training time for Neural Network: 0.5849940776824951 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 422.3123677154154
MAE for Neural Network: 336.58391165657156
Training time for Neural Network: 0.5200042724609375 seconds
Testing time for Neural Network: 0.0005807876586914062 seconds
RMSE for Neural Network: 0.3216734342312664
MAE for Neural Network: 0.24897167582768406
Training time for Neural Network: 0.5133540630340576 seconds
Testing time for Neural Network: 0.0038330554962158203 seconds
RMSE for Neural Network: 0.17025225527595889
MAE for Neural Network: 0.13143092006925422
Training time for Neural Network: 0.5540299415588379 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 423.18768861263095
MAE for Neural Network: 337.6815266696412
Training time for Neural Network: 0.5846359729766846 seconds
Testing time for Neural Network: 0.002128124237060547 seconds
RMSE for Neural Network: 424.2365123458964
MAE for Neural Network: 338.9950030133903
Training time for Neural Network: 0.7063519954681396 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
RMSE for Neural Network: 0.343046155905792
MAE for Neural Network: 0.280587883004017
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Testing time for Neural Network: 0.0006031990051269531 seconds
RMSE for Neural Network: 423.1487432512599
MAE for Neural Network: 337.6327184615839
Training time for Neural Network: 0.7009410858154297 seconds
Testing time for Neural Network: 0.006355762481689453 seconds
RMSE for Neural Network: 0.17184510151010943
MAE for Neural Network: 0.1344980779807231
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Testing time for Neural Network: 0.002801179885864258 seconds
RMSE for Neural Network: 422.621614608169
MAE for Neural Network: 336.9718427326744
Training time for Neural Network: 0.6597468852996826 seconds
Testing time for Neural Network: 0.0007860660552978516 seconds
RMSE for Neural Network: 422.03568416451316
MAE for Neural Network: 336.2366909914015
Training time for Neural Network: 0.8388168811798096 seconds
Testing time for Neural Network: 0.006819248199462891 seconds
RMSE for Neural Network: 0.22666329515704547
MAE for Neural Network: 0.17274654304078424
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Testing time for Neural Network: 0.0006020069122314453 seconds
RMSE for Neural Network: 423.5396869432827
MAE for Neural Network: 338.12255186049384
Training time for Neural Network: 0.7508640289306641 seconds
Testing time for Neural Network: 0.0007598400115966797 seconds
RMSE for Neural Network: 424.00013520739066
MAE for Neural Network: 338.6991412987698
Training time for Neural Network: 0.49503421783447266 seconds
Testing time for Neural Network: 0.0006787776947021484 seconds
RMSE for Neural Network: 424.3159458521936
MAE for Neural Network: 339.0944050925644
Training time for Neural Network: 0.8291659355163574 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 423.20157167315966
MAE for Neural Network: 337.69892497203926
Training time for Neural Network: 0.6450202465057373 seconds
Testing time for Neural Network: 0.0018489360809326172 seconds
RMSE for Neural Network: 422.66702573134455
MAE for Neural Network: 337.0287944689884
Training time for Neural Network: 0.5137801170349121 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 0.40421758282745734
MAE for Neural Network: 0.33311588744161946
Training time for Neural Network: 0.494647741317749 seconds
Testing time for Neural Network: 0.0029249191284179688 seconds
RMSE for Neural Network: 423.4164582243242
MAE for Neural Network: 337.9681800937322
Training time for Neural Network: 0.36601996421813965 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 421.7076904166974
MAE for Neural Network: 335.8249094650717
Training time for Neural Network: 0.5499191284179688 seconds
Testing time for Neural Network: 0.0026319026947021484 seconds
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MAE for Neural Network: 338.27581398052337
Training time for Neural Network: 0.4363667964935303 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
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MAE for Neural Network: 335.9300952007872
Training time for Neural Network: 0.3775930404663086 seconds
Testing time for Neural Network: 0.0007479190826416016 seconds
RMSE for Neural Network: 0.5450651415092252
MAE for Neural Network: 0.4273687880853286
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Testing time for Neural Network: 0.0005779266357421875 seconds
RMSE for Neural Network: 0.6892430800886995
MAE for Neural Network: 0.5275859833386989
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Testing time for Neural Network: 0.0022809505462646484 seconds
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Training time for Neural Network: 0.5670289993286133 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
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MAE for Neural Network: 337.3954723359009
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Testing time for Neural Network: 0.001965045928955078 seconds
RMSE for Neural Network: 421.8914534465814
MAE for Neural Network: 336.05563847658846
Training time for Neural Network: 0.550224781036377 seconds
Testing time for Neural Network: 0.0021479129791259766 seconds
RMSE for Neural Network: 424.0889126168055
MAE for Neural Network: 338.81027060162
Training time for Neural Network: 0.5380258560180664 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 423.98582264001925
MAE for Neural Network: 338.68122395605633
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Testing time for Neural Network: 0.0016722679138183594 seconds
RMSE for Neural Network: 423.9644235862103
MAE for Neural Network: 338.65443467851713
Training time for Neural Network: 5.901277303695679 seconds
Testing time for Neural Network: 0.011107683181762695 seconds
RMSE for Neural Network: 423.04143063480103
MAE for Neural Network: 337.49821583851036
Training time for Neural Network: 4.877238035202026 seconds
Testing time for Neural Network: 0.0014498233795166016 seconds
RMSE for Neural Network: 422.9801228346437
MAE for Neural Network: 337.42136561552945
Training time for Neural Network: 0.7608859539031982 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
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MAE for Neural Network: 339.19989011743144
Training time for Neural Network: 0.9167640209197998 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
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MAE for Neural Network: 338.37674889325297
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Testing time for Neural Network: 0.0006556510925292969 seconds
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Testing time for Neural Network: 0.0006148815155029297 seconds
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MAE for Neural Network: 338.4560281557817
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Testing time for Neural Network: 0.0031871795654296875 seconds
RMSE for Neural Network: 0.3305324570939617
MAE for Neural Network: 0.27275333139984825
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Testing time for Neural Network: 0.00670623779296875 seconds
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Testing time for Neural Network: 0.0006320476531982422 seconds
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MAE for Neural Network: 338.52443528755435
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Testing time for Neural Network: 0.0006051063537597656 seconds
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Testing time for Neural Network: 0.0006439685821533203 seconds
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Testing time for Neural Network: 0.0006241798400878906 seconds
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MAE for Neural Network: 336.1590627455074
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Testing time for Neural Network: 0.0023832321166992188 seconds
RMSE for Neural Network: 0.22875133453398058
MAE for Neural Network: 0.17089949206286892
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Testing time for Neural Network: 0.0006272792816162109 seconds
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Testing time for Neural Network: 0.0008723735809326172 seconds
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MAE for Neural Network: 338.85000189670495
Training time for Neural Network: 0.19026994705200195 seconds
Testing time for Neural Network: 0.0005879402160644531 seconds
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Testing time for Neural Network: 0.0006380081176757812 seconds
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Testing time for Neural Network: 0.0011749267578125 seconds
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MAE for Neural Network: 0.8560288221240804
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Testing time for Neural Network: 0.0006721019744873047 seconds
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MAE for Neural Network: 335.77687043719203
Training time for Neural Network: 0.6061019897460938 seconds
Testing time for Neural Network: 0.0012438297271728516 seconds
RMSE for Neural Network: 0.21357864873300983
MAE for Neural Network: 0.15702392324593437
Training time for Neural Network: 0.5164039134979248 seconds
Testing time for Neural Network: 0.00063323974609375 seconds
RMSE for Neural Network: 0.6888785248506436
MAE for Neural Network: 0.5302130861672346
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Training time for Neural Network: 0.6487061977386475 seconds
Testing time for Neural Network: 0.0011136531829833984 seconds
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MAE for Neural Network: 335.77210865174777
Training time for Neural Network: 1.5685498714447021 seconds
Testing time for Neural Network: 0.002324342727661133 seconds
RMSE for Neural Network: 424.24686087751735
MAE for Neural Network: 339.00795363098206
Training time for Neural Network: 0.9884397983551025 seconds
Testing time for Neural Network: 0.0062372684478759766 seconds
RMSE for Neural Network: 0.22718158082894402
MAE for Neural Network: 0.17162260407756705
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Testing time for Neural Network: 0.005023002624511719 seconds
RMSE for Neural Network: 423.3422716187077
MAE for Neural Network: 337.87523229725826
Training time for Neural Network: 0.8167760372161865 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 422.3676414792745
MAE for Neural Network: 336.6532611299101
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Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 421.8815592625442
MAE for Neural Network: 336.04321702190936
Training time for Neural Network: 1.3025507926940918 seconds
Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 422.6792118917713
MAE for Neural Network: 337.0440769782009
Training time for Neural Network: 1.1420133113861084 seconds
Testing time for Neural Network: 0.00553584098815918 seconds
RMSE for Neural Network: 0.25214564859205807
MAE for Neural Network: 0.2039144138534877
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Testing time for Neural Network: 0.0006730556488037109 seconds
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MAE for Neural Network: 337.8889066433141
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Testing time for Neural Network: 0.004415273666381836 seconds
RMSE for Neural Network: 423.1388634966683
MAE for Neural Network: 337.6203362682565
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Testing time for Neural Network: 0.0006568431854248047 seconds
RMSE for Neural Network: 423.4444567914456
MAE for Neural Network: 338.0032568601093
Training time for Neural Network: 0.7236740589141846 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
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MAE for Neural Network: 336.67258753603363
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MAE for Neural Network: 0.8335945532923299
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Testing time for Neural Network: 0.0008730888366699219 seconds
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MAE for Neural Network: 10.925632584570035
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MAE for Neural Network: 339.1462411855801
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Testing time for Neural Network: 0.0006299018859863281 seconds
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MAE for Neural Network: 338.65594113902205
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Testing time for Neural Network: 0.0006337165832519531 seconds
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MAE for Neural Network: 0.19005775646418246
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Testing time for Neural Network: 0.0006389617919921875 seconds
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MAE for Neural Network: 339.0855816792248
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Testing time for Neural Network: 0.008894920349121094 seconds
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Testing time for Neural Network: 0.0006320476531982422 seconds
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Testing time for Neural Network: 0.0006330013275146484 seconds
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Testing time for Neural Network: 0.0005738735198974609 seconds
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MAE for Neural Network: 51.4870424392626
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MAE for Neural Network: 338.51653093218397
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Testing time for Neural Network: 0.0006756782531738281 seconds
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Testing time for Neural Network: 0.0006580352783203125 seconds
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MAE for Neural Network: 336.17489722954167
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Testing time for Neural Network: 0.000614166259765625 seconds
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MAE for Neural Network: 0.1423131704186941
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Testing time for Neural Network: 0.0006532669067382812 seconds
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Testing time for Neural Network: 0.002732992172241211 seconds
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Testing time for Neural Network: 0.0005619525909423828 seconds
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Testing time for Neural Network: 0.0017600059509277344 seconds
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Testing time for Neural Network: 0.0007221698760986328 seconds
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Testing time for Neural Network: 0.0008199214935302734 seconds
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Testing time for Neural Network: 0.0005908012390136719 seconds
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MAE for Neural Network: 0.12496097020298955
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Testing time for Neural Network: 0.0006489753723144531 seconds
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MAE for Neural Network: 0.1791566237456145
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Testing time for Neural Network: 0.000637054443359375 seconds
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MAE for Neural Network: 338.92618189489787
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Testing time for Neural Network: 0.0019130706787109375 seconds
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MAE for Neural Network: 15.063837979985205
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Testing time for Neural Network: 0.002351045608520508 seconds
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MAE for Neural Network: 337.92397575619805
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Testing time for Neural Network: 0.0020177364349365234 seconds
RMSE for Neural Network: 0.9609002916914976
MAE for Neural Network: 0.7723938806306099
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Testing time for Neural Network: 0.002802133560180664 seconds
RMSE for Neural Network: 422.26330141553893
MAE for Neural Network: 336.52234603810314
Training time for Neural Network: 0.6721930503845215 seconds
Testing time for Neural Network: 0.0012722015380859375 seconds
RMSE for Neural Network: 423.54085577469556
MAE for Neural Network: 338.12401596307825
Training time for Neural Network: 0.4626731872558594 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.5065383572961288
MAE for Neural Network: 0.398373080381109
Training time for Neural Network: 0.5567822456359863 seconds
Testing time for Neural Network: 0.0014450550079345703 seconds
RMSE for Neural Network: 0.725255420180359
MAE for Neural Network: 0.5784876430100985
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Testing time for Neural Network: 0.0005629062652587891 seconds
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MAE for Neural Network: 337.47482347804913
Training time for Neural Network: 0.48616600036621094 seconds
Testing time for Neural Network: 0.0038406848907470703 seconds
RMSE for Neural Network: 0.5431112579394909
MAE for Neural Network: 0.42257660268882913
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Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 421.6893827435815
MAE for Neural Network: 335.80191955869054
Training time for Neural Network: 0.534743070602417 seconds
Testing time for Neural Network: 0.0010979175567626953 seconds
RMSE for Neural Network: 424.18618743444193
MAE for Neural Network: 338.9320216072922
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Testing time for Neural Network: 0.0010528564453125 seconds
RMSE for Neural Network: 0.4003771712066528
MAE for Neural Network: 0.3111543572127644
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Testing time for Neural Network: 0.0006511211395263672 seconds
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MAE for Neural Network: 338.7882590753751
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Testing time for Neural Network: 0.0011668205261230469 seconds
RMSE for Neural Network: 0.30157405287202055
MAE for Neural Network: 0.24407359190722575
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Testing time for Neural Network: 0.0004916191101074219 seconds
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MAE for Neural Network: 337.1665224805972
Training time for Neural Network: 0.7721567153930664 seconds
Testing time for Neural Network: 0.0024330615997314453 seconds
RMSE for Neural Network: 0.25677450207237124
MAE for Neural Network: 0.2039521473753397
Training time for Neural Network: 0.616908073425293 seconds
Testing time for Neural Network: 0.0031480789184570312 seconds
RMSE for Neural Network: 0.3314801414658584
MAE for Neural Network: 0.24385438805720228
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Testing time for Neural Network: 0.0016160011291503906 seconds
RMSE for Neural Network: 421.7035114173524
MAE for Neural Network: 335.8196617268911
Training time for Neural Network: 0.12914276123046875 seconds
Testing time for Neural Network: 0.0005800724029541016 seconds
RMSE for Neural Network: 25.167740698185657
MAE for Neural Network: 21.70285936973587
Training time for Neural Network: 0.6961159706115723 seconds
Testing time for Neural Network: 0.0009152889251708984 seconds
RMSE for Neural Network: 0.30912285364299347
MAE for Neural Network: 0.24950410623705863
Training time for Neural Network: 0.5742058753967285 seconds
Testing time for Neural Network: 0.0006220340728759766 seconds
RMSE for Neural Network: 424.0341824472267
MAE for Neural Network: 338.7417623268889
Training time for Neural Network: 0.44806504249572754 seconds
Testing time for Neural Network: 0.00055694580078125 seconds
RMSE for Neural Network: 423.94746754120575
MAE for Neural Network: 338.63320701791815
Training time for Neural Network: 0.6401970386505127 seconds
Testing time for Neural Network: 0.0015158653259277344 seconds
RMSE for Neural Network: 424.10397692188974
MAE for Neural Network: 338.82912640680894
Training time for Neural Network: 0.23545122146606445 seconds
Testing time for Neural Network: 0.0017910003662109375 seconds
RMSE for Neural Network: 2.3524319824201227
MAE for Neural Network: 1.9378042314870862
Training time for Neural Network: 0.13093090057373047 seconds
Testing time for Neural Network: 0.001584768295288086 seconds
RMSE for Neural Network: 422.3706159694176
MAE for Neural Network: 336.65699293943646
Training time for Neural Network: 0.5371048450469971 seconds
Testing time for Neural Network: 0.0005939006805419922 seconds
RMSE for Neural Network: 422.0389928525647
MAE for Neural Network: 336.2408439625467
Training time for Neural Network: 0.43885111808776855 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 422.5726492750251
MAE for Neural Network: 336.91042960400017
Training time for Neural Network: 0.424576997756958 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 422.35306053307033
MAE for Neural Network: 336.6349675869842
Training time for Neural Network: 0.5408797264099121 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
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MAE for Neural Network: 338.08503422450696
Training time for Neural Network: 0.6894569396972656 seconds
Testing time for Neural Network: 0.0020449161529541016 seconds
RMSE for Neural Network: 424.2055008506541
MAE for Neural Network: 338.9561927633021
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Testing time for Neural Network: 0.0006630420684814453 seconds
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MAE for Neural Network: 336.426513175453
Training time for Neural Network: 0.26584601402282715 seconds
Testing time for Neural Network: 0.002315998077392578 seconds
RMSE for Neural Network: 29.489007054071664
MAE for Neural Network: 23.91725545023372
Training time for Neural Network: 0.6178131103515625 seconds
Testing time for Neural Network: 0.0006997585296630859 seconds
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MAE for Neural Network: 338.09717288450526
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Testing time for Neural Network: 0.0010170936584472656 seconds
RMSE for Neural Network: 422.45029633854995
MAE for Neural Network: 336.7569546975491
Training time for Neural Network: 0.41854405403137207 seconds
Testing time for Neural Network: 0.0014481544494628906 seconds
RMSE for Neural Network: 0.650451204909692
MAE for Neural Network: 0.5514058540411177
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Testing time for Neural Network: 0.001583099365234375 seconds
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MAE for Neural Network: 335.80782558159837
Training time for Neural Network: 0.33008289337158203 seconds
Testing time for Neural Network: 0.0017840862274169922 seconds
RMSE for Neural Network: 0.6777488956296222
MAE for Neural Network: 0.5530522890612913
Training time for Neural Network: 0.9687709808349609 seconds
Testing time for Neural Network: 0.001744985580444336 seconds
RMSE for Neural Network: 422.8817006414783
MAE for Neural Network: 337.2979786450957
Training time for Neural Network: 0.4782719612121582 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 423.2641040382685
MAE for Neural Network: 337.77728672596794
Training time for Neural Network: 0.5712063312530518 seconds
Testing time for Neural Network: 0.0010716915130615234 seconds
RMSE for Neural Network: 0.24637635440268912
MAE for Neural Network: 0.19525511035660756
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Testing time for Neural Network: 0.0008230209350585938 seconds
RMSE for Neural Network: 423.5043787197795
MAE for Neural Network: 338.0783229600279
Training time for Neural Network: 0.8081040382385254 seconds
Testing time for Neural Network: 0.0011339187622070312 seconds
RMSE for Neural Network: 9.759082520782096
MAE for Neural Network: 8.452100947485334
Training time for Neural Network: 0.6025972366333008 seconds
Testing time for Neural Network: 0.0006556510925292969 seconds
RMSE for Neural Network: 422.9871600062123
MAE for Neural Network: 337.43018713618324
Training time for Neural Network: 0.5577187538146973 seconds
Testing time for Neural Network: 0.0005900859832763672 seconds
RMSE for Neural Network: 0.3729289357223336
MAE for Neural Network: 0.2978842202557881
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Testing time for Neural Network: 0.0004782676696777344 seconds
RMSE for Neural Network: 0.6226019009427486
MAE for Neural Network: 0.48923240035045745
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Testing time for Neural Network: 0.0019221305847167969 seconds
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MAE for Neural Network: 0.2889935370278122
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Testing time for Neural Network: 0.0005421638488769531 seconds
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Training time for Neural Network: 0.6502337455749512 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
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MAE for Neural Network: 336.82905761201926
Training time for Neural Network: 0.5133252143859863 seconds
Testing time for Neural Network: 0.0029349327087402344 seconds
RMSE for Neural Network: 0.5067976663516298
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Testing time for Neural Network: 0.0023500919342041016 seconds
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Testing time for Neural Network: 0.000579833984375 seconds
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MAE for Neural Network: 335.7946950933934
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Testing time for Neural Network: 0.0007479190826416016 seconds
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Testing time for Neural Network: 0.0007340908050537109 seconds
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MAE for Neural Network: 0.32842560900098233
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Testing time for Neural Network: 0.0006051063537597656 seconds
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MAE for Neural Network: 0.49240208374592
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Testing time for Neural Network: 0.000640869140625 seconds
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MAE for Neural Network: 0.2756424010097517
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Testing time for Neural Network: 0.0005362033843994141 seconds
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MAE for Neural Network: 1.2890071844181048
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Testing time for Neural Network: 0.0005548000335693359 seconds
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MAE for Neural Network: 339.0032824619174
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Testing time for Neural Network: 0.0006358623504638672 seconds
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Testing time for Neural Network: 0.0005829334259033203 seconds
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Testing time for Neural Network: 0.000659942626953125 seconds
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Testing time for Neural Network: 0.008069276809692383 seconds
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Testing time for Neural Network: 0.001708984375 seconds
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MAE for Neural Network: 337.47088993877566
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Testing time for Neural Network: 0.0008151531219482422 seconds
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Testing time for Neural Network: 0.0005619525909423828 seconds
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MAE for Neural Network: 337.22129875890823
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Testing time for Neural Network: 0.0055730342864990234 seconds
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MAE for Neural Network: 336.6117039203865
Training time for Neural Network: 0.8401329517364502 seconds
Testing time for Neural Network: 0.003679037094116211 seconds
RMSE for Neural Network: 0.31085915835058264
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Testing time for Neural Network: 0.0010979175567626953 seconds
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MAE for Neural Network: 336.700744071948
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Testing time for Neural Network: 0.005450010299682617 seconds
RMSE for Neural Network: 422.2181434942945
MAE for Neural Network: 336.4656808002968
Training time for Neural Network: 1.0561418533325195 seconds
Testing time for Neural Network: 0.002074003219604492 seconds
RMSE for Neural Network: 0.46438205113750897
MAE for Neural Network: 0.38778329963718783
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Testing time for Neural Network: 0.0006842613220214844 seconds
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Testing time for Neural Network: 0.001931905746459961 seconds
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Training time for Neural Network: 0.9148049354553223 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
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Testing time for Neural Network: 0.0006237030029296875 seconds
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MAE for Neural Network: 336.46829572843853
Training time for Neural Network: 0.612739086151123 seconds
Testing time for Neural Network: 0.0006358623504638672 seconds
RMSE for Neural Network: 424.38894302658093
MAE for Neural Network: 339.1857435445321
Training time for Neural Network: 0.8598427772521973 seconds
Testing time for Neural Network: 0.0011281967163085938 seconds
RMSE for Neural Network: 1.0347531496908031
MAE for Neural Network: 0.7992755356351392
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Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 423.9643130664274
MAE for Neural Network: 338.65429631783235
Training time for Neural Network: 0.7370193004608154 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 423.1391502371244
MAE for Neural Network: 337.6206956394028
Training time for Neural Network: 0.5453529357910156 seconds
Testing time for Neural Network: 0.0005822181701660156 seconds
RMSE for Neural Network: 422.7664798076001
MAE for Neural Network: 337.1535111926738
Training time for Neural Network: 0.4517519474029541 seconds
Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 422.4814180263914
MAE for Neural Network: 336.7959949854349
Training time for Neural Network: 0.6265630722045898 seconds
Testing time for Neural Network: 0.0006749629974365234 seconds
RMSE for Neural Network: 1.2748064960176988
MAE for Neural Network: 0.9922080225269135
Training time for Neural Network: 0.750420093536377 seconds
Testing time for Neural Network: 0.003359079360961914 seconds
RMSE for Neural Network: 424.06731744943994
MAE for Neural Network: 338.78323953437047
Training time for Neural Network: 0.6248958110809326 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 423.93106695015524
MAE for Neural Network: 338.6126742845512
Training time for Neural Network: 0.7062790393829346 seconds
Testing time for Neural Network: 0.014057159423828125 seconds
RMSE for Neural Network: 0.34717274430256123
MAE for Neural Network: 0.27553727772030256
Training time for Neural Network: 0.74969482421875 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 422.6928437384735
MAE for Neural Network: 337.0611722052188
Training time for Neural Network: 0.5726349353790283 seconds
Testing time for Neural Network: 0.0017018318176269531 seconds
RMSE for Neural Network: 0.1864999382876502
MAE for Neural Network: 0.14072890071213592
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Testing time for Neural Network: 0.0006704330444335938 seconds
RMSE for Neural Network: 422.2853356030682
MAE for Neural Network: 336.5499937988923
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Testing time for Neural Network: 0.0008318424224853516 seconds
RMSE for Neural Network: 422.34108353494554
MAE for Neural Network: 336.6199407374886
Training time for Neural Network: 0.7772021293640137 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 424.3690490648523
MAE for Neural Network: 339.16085190488235
Training time for Neural Network: 0.49420690536499023 seconds
Testing time for Neural Network: 0.0014421939849853516 seconds
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MAE for Neural Network: 336.7450607905492
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Testing time for Neural Network: 0.0017328262329101562 seconds
RMSE for Neural Network: 16.461412714792093
MAE for Neural Network: 13.758835117627566
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Testing time for Neural Network: 0.0006918907165527344 seconds
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MAE for Neural Network: 0.2573442723619165
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Testing time for Neural Network: 0.0006148815155029297 seconds
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MAE for Neural Network: 338.4625375449678
Training time for Neural Network: 0.8834569454193115 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 421.8901178220118
MAE for Neural Network: 336.05396170333944
Training time for Neural Network: 0.6792593002319336 seconds
Testing time for Neural Network: 0.0014758110046386719 seconds
RMSE for Neural Network: 0.23448180455788825
MAE for Neural Network: 0.1850137666615334
Training time for Neural Network: 0.5959579944610596 seconds
Testing time for Neural Network: 0.0006778240203857422 seconds
RMSE for Neural Network: 0.3135248981123246
MAE for Neural Network: 0.26116626866562465
Training time for Neural Network: 0.42558884620666504 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 424.17784947831683
MAE for Neural Network: 338.9215862831521
Training time for Neural Network: 2.096911668777466 seconds
Testing time for Neural Network: 0.003453969955444336 seconds
RMSE for Neural Network: 0.526084705108072
MAE for Neural Network: 0.4364568124703503
Training time for Neural Network: 0.7447402477264404 seconds
Testing time for Neural Network: 0.0011038780212402344 seconds
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MAE for Neural Network: 0.325197907052422
Training time for Neural Network: 0.7298097610473633 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.3074160131585674
MAE for Neural Network: 0.24771880322912687
Training time for Neural Network: 0.584834098815918 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.39314783422368127
MAE for Neural Network: 0.2936855633396902
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Testing time for Neural Network: 0.0020279884338378906 seconds
RMSE for Neural Network: 423.9276730093532
MAE for Neural Network: 338.6084251813052
Training time for Neural Network: 0.5344944000244141 seconds
Testing time for Neural Network: 0.001397848129272461 seconds
RMSE for Neural Network: 0.3405032854263674
MAE for Neural Network: 0.2671394472255147
Training time for Neural Network: 0.5026278495788574 seconds
Testing time for Neural Network: 0.0007627010345458984 seconds
RMSE for Neural Network: 421.6508359772861
MAE for Neural Network: 335.7535124775059
Training time for Neural Network: 0.5081589221954346 seconds
Testing time for Neural Network: 0.0009849071502685547 seconds
RMSE for Neural Network: 0.3571268110148437
MAE for Neural Network: 0.26780957597368493
Training time for Neural Network: 1.1592512130737305 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 422.1472709241063
MAE for Neural Network: 336.37674118361605
Training time for Neural Network: 0.5296299457550049 seconds
Testing time for Neural Network: 0.0006577968597412109 seconds
RMSE for Neural Network: 422.7121383857757
MAE for Neural Network: 337.0853684147589
Training time for Neural Network: 0.9282968044281006 seconds
Testing time for Neural Network: 0.0026721954345703125 seconds
RMSE for Neural Network: 0.237832934458665
MAE for Neural Network: 0.1995746911904824
Training time for Neural Network: 0.4881150722503662 seconds
Testing time for Neural Network: 0.0012788772583007812 seconds
RMSE for Neural Network: 423.7674436842915
MAE for Neural Network: 338.4078013098364
Training time for Neural Network: 0.5602281093597412 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 2.390073474044147
MAE for Neural Network: 2.017317994850601
Training time for Neural Network: 0.8085389137268066 seconds
Testing time for Neural Network: 0.0013413429260253906 seconds
RMSE for Neural Network: 0.16779625881575944
MAE for Neural Network: 0.12936072508060292
Training time for Neural Network: 0.6788828372955322 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 422.3861949602648
MAE for Neural Network: 336.67653816927805
Training time for Neural Network: 0.4629030227661133 seconds
Testing time for Neural Network: 0.0007460117340087891 seconds
RMSE for Neural Network: 0.37751450104997314
MAE for Neural Network: 0.30848185003187484
Training time for Neural Network: 0.45847606658935547 seconds
Testing time for Neural Network: 0.0005898475646972656 seconds
RMSE for Neural Network: 422.0285748163677
MAE for Neural Network: 336.2277674764132
Training time for Neural Network: 0.6627902984619141 seconds
Testing time for Neural Network: 0.0029230117797851562 seconds
RMSE for Neural Network: 422.2497762642995
MAE for Neural Network: 336.5053747206566
Training time for Neural Network: 0.6150639057159424 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 0.26660925100729005
MAE for Neural Network: 0.20902177747278702
Training time for Neural Network: 0.6190152168273926 seconds
Testing time for Neural Network: 0.0006306171417236328 seconds
RMSE for Neural Network: 0.41676133193528886
MAE for Neural Network: 0.3288203053406008
Training time for Neural Network: 0.46274399757385254 seconds
Testing time for Neural Network: 0.0006451606750488281 seconds
RMSE for Neural Network: 0.8161743781688366
MAE for Neural Network: 0.6790242882888972
Training time for Neural Network: 0.20957207679748535 seconds
Testing time for Neural Network: 0.0016689300537109375 seconds
RMSE for Neural Network: 0.5908906624094169
MAE for Neural Network: 0.4939864744814653
Training time for Neural Network: 0.574908971786499 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 422.77371950696045
MAE for Neural Network: 337.1625892153347
Training time for Neural Network: 0.7309122085571289 seconds
Testing time for Neural Network: 0.0010058879852294922 seconds
RMSE for Neural Network: 424.25636767589975
MAE for Neural Network: 339.01985070816545
Training time for Neural Network: 0.49327611923217773 seconds
Testing time for Neural Network: 0.0019860267639160156 seconds
RMSE for Neural Network: 422.79107175253506
MAE for Neural Network: 337.18434722610675
Training time for Neural Network: 0.29097414016723633 seconds
Testing time for Neural Network: 0.0005352497100830078 seconds
RMSE for Neural Network: 10.104356950684796
MAE for Neural Network: 8.547821321256986
Training time for Neural Network: 0.49632787704467773 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 424.1766638208195
MAE for Neural Network: 338.92010237045395
Training time for Neural Network: 0.6494719982147217 seconds
Testing time for Neural Network: 0.0006237030029296875 seconds
RMSE for Neural Network: 422.403101212625
MAE for Neural Network: 336.69774809861985
Training time for Neural Network: 0.6994061470031738 seconds
Testing time for Neural Network: 0.0007920265197753906 seconds
RMSE for Neural Network: 424.3548452394681
MAE for Neural Network: 339.1430794500331
Training time for Neural Network: 0.6191859245300293 seconds
Testing time for Neural Network: 0.002746105194091797 seconds
RMSE for Neural Network: 0.5234992626175873
MAE for Neural Network: 0.4179484483295988
Training time for Neural Network: 0.5674331188201904 seconds
Testing time for Neural Network: 0.0007250308990478516 seconds
RMSE for Neural Network: 423.45426753013453
MAE for Neural Network: 338.015547497628
Training time for Neural Network: 0.47024083137512207 seconds
Testing time for Neural Network: 0.0006039142608642578 seconds
RMSE for Neural Network: 423.3140236566632
MAE for Neural Network: 337.8398382148448
Training time for Neural Network: 0.685359001159668 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 424.0433293466481
MAE for Neural Network: 338.7532122711582
Training time for Neural Network: 0.6519391536712646 seconds
Testing time for Neural Network: 0.0018389225006103516 seconds
RMSE for Neural Network: 0.43814200489221655
MAE for Neural Network: 0.3644662561786683
Training time for Neural Network: 1.0556039810180664 seconds
Testing time for Neural Network: 0.00446009635925293 seconds
RMSE for Neural Network: 0.11289373740760358
MAE for Neural Network: 0.08894183475187661
Training time for Neural Network: 1.145409107208252 seconds
Testing time for Neural Network: 0.0010209083557128906 seconds
RMSE for Neural Network: 0.6248405396518397
MAE for Neural Network: 0.4912362319147958
Training time for Neural Network: 0.6149389743804932 seconds
Testing time for Neural Network: 0.0019910335540771484 seconds
RMSE for Neural Network: 423.5739707781235
MAE for Neural Network: 338.16549555119485
Training time for Neural Network: 0.612048864364624 seconds
Testing time for Neural Network: 0.0006401538848876953 seconds
RMSE for Neural Network: 423.999694036267
MAE for Neural Network: 338.698589019037
Training time for Neural Network: 0.48291683197021484 seconds
Testing time for Neural Network: 0.0006031990051269531 seconds
RMSE for Neural Network: 422.7117849726302
MAE for Neural Network: 337.08492522713874
Training time for Neural Network: 0.7010219097137451 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 421.79804564131206
MAE for Neural Network: 335.93836483418926
Training time for Neural Network: 0.9584219455718994 seconds
Testing time for Neural Network: 0.003799915313720703 seconds
RMSE for Neural Network: 0.15412768372785388
MAE for Neural Network: 0.12100020910014277
Training time for Neural Network: 0.5412600040435791 seconds
Testing time for Neural Network: 0.0007519721984863281 seconds
RMSE for Neural Network: 421.78111135102716
MAE for Neural Network: 335.9171022040202
Training time for Neural Network: 1.1155619621276855 seconds
Testing time for Neural Network: 0.002435922622680664 seconds
RMSE for Neural Network: 422.5655296766
MAE for Neural Network: 336.90149974659363
Training time for Neural Network: 0.7340288162231445 seconds
Testing time for Neural Network: 0.0006780624389648438 seconds
RMSE for Neural Network: 0.27128645669024903
MAE for Neural Network: 0.2116261029615066
Training time for Neural Network: 0.8607890605926514 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.239650236967636
MAE for Neural Network: 0.1798340867915477
Training time for Neural Network: 0.7331349849700928 seconds
Testing time for Neural Network: 0.0007839202880859375 seconds
RMSE for Neural Network: 0.48194708244018203
MAE for Neural Network: 0.36796943819235134
Training time for Neural Network: 0.5431811809539795 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 424.1573193738343
MAE for Neural Network: 338.89589144608317
Training time for Neural Network: 0.5430037975311279 seconds
Testing time for Neural Network: 0.0045702457427978516 seconds
RMSE for Neural Network: 423.2803739683944
MAE for Neural Network: 337.79767412974047
Training time for Neural Network: 0.4436519145965576 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 422.0597534965939
MAE for Neural Network: 336.2669017049465
Training time for Neural Network: 0.8317630290985107 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 421.67724439410216
MAE for Neural Network: 335.786676478448
Training time for Neural Network: 0.7789170742034912 seconds
Testing time for Neural Network: 0.002275705337524414 seconds
RMSE for Neural Network: 0.3217381178574367
MAE for Neural Network: 0.26472319182208043
Training time for Neural Network: 0.45972514152526855 seconds
Testing time for Neural Network: 0.0005788803100585938 seconds
RMSE for Neural Network: 4.190332958283447
MAE for Neural Network: 3.2379219321682466
Training time for Neural Network: 0.6563057899475098 seconds
Testing time for Neural Network: 0.0006089210510253906 seconds
RMSE for Neural Network: 0.14970574090253164
MAE for Neural Network: 0.11947056460704639
Training time for Neural Network: 0.658782958984375 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 0.7519728267747664
MAE for Neural Network: 0.6016336068473281
Training time for Neural Network: 0.6510460376739502 seconds
Testing time for Neural Network: 0.0034639835357666016 seconds
RMSE for Neural Network: 0.22699231272896647
MAE for Neural Network: 0.18005476089200342
Training time for Neural Network: 0.5786092281341553 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 0.6328591251938716
MAE for Neural Network: 0.5260524093780458
Training time for Neural Network: 0.5817499160766602 seconds
Testing time for Neural Network: 0.0006608963012695312 seconds
RMSE for Neural Network: 422.14472700401024
MAE for Neural Network: 336.3735486002562
Training time for Neural Network: 1.3290839195251465 seconds
Testing time for Neural Network: 0.0006682872772216797 seconds
RMSE for Neural Network: 421.8651323599166
MAE for Neural Network: 336.0225938262016
Training time for Neural Network: 0.6476097106933594 seconds
Testing time for Neural Network: 0.0007522106170654297 seconds
RMSE for Neural Network: 0.3151679437598589
MAE for Neural Network: 0.24083537933819407
Training time for Neural Network: 0.12055492401123047 seconds
Testing time for Neural Network: 0.0007288455963134766 seconds
RMSE for Neural Network: 1.7401821944585298
MAE for Neural Network: 1.2545372661656777
Training time for Neural Network: 0.45878005027770996 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 0.7965175409596021
MAE for Neural Network: 0.5892909778473171
Training time for Neural Network: 0.4791569709777832 seconds
Testing time for Neural Network: 0.0007269382476806641 seconds
RMSE for Neural Network: 424.09147222083027
MAE for Neural Network: 338.8134744532303
Training time for Neural Network: 0.6044631004333496 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 0.18073685847707874
MAE for Neural Network: 0.13992030312564896
Training time for Neural Network: 0.6488709449768066 seconds
Testing time for Neural Network: 0.0019872188568115234 seconds
RMSE for Neural Network: 0.35402681550656523
MAE for Neural Network: 0.2828768027729531
Training time for Neural Network: 0.579993724822998 seconds
Testing time for Neural Network: 0.0026869773864746094 seconds
RMSE for Neural Network: 423.00844848113826
MAE for Neural Network: 337.45687301795823
Training time for Neural Network: 0.5080070495605469 seconds
Testing time for Neural Network: 0.0014209747314453125 seconds
RMSE for Neural Network: 0.24803255397832272
MAE for Neural Network: 0.1935130575520823
Training time for Neural Network: 0.3915257453918457 seconds
Testing time for Neural Network: 0.0007963180541992188 seconds
RMSE for Neural Network: 0.9159108695470878
MAE for Neural Network: 0.7240927314253746
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Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 0.2803304717095247
MAE for Neural Network: 0.2012596586841596
Training time for Neural Network: 0.40756702423095703 seconds
Testing time for Neural Network: 0.0007278919219970703 seconds
RMSE for Neural Network: 424.2439300551835
MAE for Neural Network: 339.00428588633804
Training time for Neural Network: 0.6511900424957275 seconds
Testing time for Neural Network: 0.0011820793151855469 seconds
RMSE for Neural Network: 423.17236112741614
MAE for Neural Network: 337.6623178306854
Training time for Neural Network: 0.7089018821716309 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 0.17468610876564566
MAE for Neural Network: 0.12578816289175573
Training time for Neural Network: 0.6431658267974854 seconds
Testing time for Neural Network: 0.0007627010345458984 seconds
RMSE for Neural Network: 0.1601390130404457
MAE for Neural Network: 0.1250113115355824
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Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 0.12087717638575862
MAE for Neural Network: 0.09813589264396011
Training time for Neural Network: 0.41047072410583496 seconds
Testing time for Neural Network: 0.0005509853363037109 seconds
RMSE for Neural Network: 0.6426661181973721
MAE for Neural Network: 0.5267598890473774
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Testing time for Neural Network: 0.0006120204925537109 seconds
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MAE for Neural Network: 0.16222253399005013
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Testing time for Neural Network: 0.0031769275665283203 seconds
RMSE for Neural Network: 0.27792236145421806
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Testing time for Neural Network: 0.0014939308166503906 seconds
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MAE for Neural Network: 337.448900125095
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Testing time for Neural Network: 0.0007030963897705078 seconds
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MAE for Neural Network: 338.9045050275115
Training time for Neural Network: 0.4747638702392578 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 0.306592487881904
MAE for Neural Network: 0.26220533776666455
Training time for Neural Network: 0.7935957908630371 seconds
Testing time for Neural Network: 0.006312370300292969 seconds
RMSE for Neural Network: 421.74474927841464
MAE for Neural Network: 335.87144446134647
Training time for Neural Network: 0.5801389217376709 seconds
Testing time for Neural Network: 0.002296924591064453 seconds
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MAE for Neural Network: 338.01617990452513
Training time for Neural Network: 0.4788548946380615 seconds
Testing time for Neural Network: 0.0006382465362548828 seconds
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MAE for Neural Network: 337.22628471615536
Training time for Neural Network: 0.657512903213501 seconds
Testing time for Neural Network: 0.0006451606750488281 seconds
RMSE for Neural Network: 0.573402570360729
MAE for Neural Network: 0.47572241644531615
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Testing time for Neural Network: 0.0006289482116699219 seconds
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MAE for Neural Network: 0.20955930422647093
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Testing time for Neural Network: 0.0006787776947021484 seconds
RMSE for Neural Network: 424.1980260749156
MAE for Neural Network: 338.94683799453475
Training time for Neural Network: 0.7649240493774414 seconds
Testing time for Neural Network: 0.0014619827270507812 seconds
RMSE for Neural Network: 423.3288401014799
MAE for Neural Network: 337.8584030659929
Training time for Neural Network: 0.6225941181182861 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 1.588373736619191
MAE for Neural Network: 1.3607161012272833
Training time for Neural Network: 0.5761499404907227 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.28210711878632344
MAE for Neural Network: 0.2275227280015849
Training time for Neural Network: 0.5833489894866943 seconds
Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 0.5335297068707552
MAE for Neural Network: 0.46498408338380515
Training time for Neural Network: 0.5998492240905762 seconds
Testing time for Neural Network: 0.0009927749633789062 seconds
RMSE for Neural Network: 0.562542076355803
MAE for Neural Network: 0.46519749701284085
Training time for Neural Network: 0.7691988945007324 seconds
Testing time for Neural Network: 0.0007872581481933594 seconds
RMSE for Neural Network: 4.286969317906707
MAE for Neural Network: 3.759975825250606
Training time for Neural Network: 0.636627197265625 seconds
Testing time for Neural Network: 0.0006136894226074219 seconds
RMSE for Neural Network: 0.23667408884210214
MAE for Neural Network: 0.17908383273497655
Training time for Neural Network: 0.5435619354248047 seconds
Testing time for Neural Network: 0.0007512569427490234 seconds
RMSE for Neural Network: 0.3999398130317968
MAE for Neural Network: 0.32535625164276455
Training time for Neural Network: 0.5563867092132568 seconds
Testing time for Neural Network: 0.0006041526794433594 seconds
RMSE for Neural Network: 0.1542402989965872
MAE for Neural Network: 0.11916987814042318
Training time for Neural Network: 0.4514448642730713 seconds
Testing time for Neural Network: 0.0023088455200195312 seconds
RMSE for Neural Network: 1.0341519861641248
MAE for Neural Network: 0.8709062666609383
Training time for Neural Network: 0.7678561210632324 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 422.3951049778268
MAE for Neural Network: 336.6877163929029
Training time for Neural Network: 0.8053510189056396 seconds
Testing time for Neural Network: 0.0017278194427490234 seconds
RMSE for Neural Network: 424.3576529793808
MAE for Neural Network: 339.146592645138
Training time for Neural Network: 0.6140730381011963 seconds
Testing time for Neural Network: 0.0016341209411621094 seconds
RMSE for Neural Network: 0.42803354412332467
MAE for Neural Network: 0.3450965037765459
Training time for Neural Network: 0.6492221355438232 seconds
Testing time for Neural Network: 0.003185749053955078 seconds
RMSE for Neural Network: 0.1557386454508066
MAE for Neural Network: 0.12106751756976704
Training time for Neural Network: 0.5869159698486328 seconds
Testing time for Neural Network: 0.0006060600280761719 seconds
RMSE for Neural Network: 423.7398224254254
MAE for Neural Network: 338.3732122520481
Training time for Neural Network: 0.6201498508453369 seconds
Testing time for Neural Network: 0.001608133316040039 seconds
RMSE for Neural Network: 0.2134576965423071
MAE for Neural Network: 0.15620017811986833
Training time for Neural Network: 0.7269999980926514 seconds
Testing time for Neural Network: 0.0009131431579589844 seconds
RMSE for Neural Network: 424.09663073236425
MAE for Neural Network: 338.8199313192508
Training time for Neural Network: 0.6404650211334229 seconds
Testing time for Neural Network: 0.0014719963073730469 seconds
RMSE for Neural Network: 0.3360752830626636
MAE for Neural Network: 0.2643735656733074
Training time for Neural Network: 0.576632022857666 seconds
Testing time for Neural Network: 0.004433870315551758 seconds
RMSE for Neural Network: 0.4750457062743604
MAE for Neural Network: 0.38518399977054135
Training time for Neural Network: 0.7104709148406982 seconds
Testing time for Neural Network: 0.003126859664916992 seconds
RMSE for Neural Network: 0.45716726448276623
MAE for Neural Network: 0.35227985947836177
Training time for Neural Network: 0.5445947647094727 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 0.24571867808247141
MAE for Neural Network: 0.1942837435239508
Training time for Neural Network: 0.5254218578338623 seconds
Testing time for Neural Network: 0.002179861068725586 seconds
RMSE for Neural Network: 0.3214961202860312
MAE for Neural Network: 0.23769550468734907
Training time for Neural Network: 0.6685261726379395 seconds
Testing time for Neural Network: 0.0030388832092285156 seconds
RMSE for Neural Network: 422.1527874684451
MAE for Neural Network: 336.38366432990864
Training time for Neural Network: 1.071864128112793 seconds
Testing time for Neural Network: 0.000621795654296875 seconds
RMSE for Neural Network: 0.2996203968745807
MAE for Neural Network: 0.22962627353319046
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Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 422.27981312396855
MAE for Neural Network: 336.54306445483667
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Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 420.6440815168208
MAE for Neural Network: 335.02267640274727
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Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.2349890917603074
MAE for Neural Network: 0.17996754710297252
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Testing time for Neural Network: 0.0006499290466308594 seconds
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MAE for Neural Network: 0.7284523620408935
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Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 422.39944080303155
MAE for Neural Network: 336.69315593185473
Training time for Neural Network: 0.47116684913635254 seconds
Testing time for Neural Network: 0.0007660388946533203 seconds
RMSE for Neural Network: 0.23514846636231204
MAE for Neural Network: 0.19664057448234223
Training time for Neural Network: 0.477741003036499 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 9.300202977612175
MAE for Neural Network: 7.777356521051527
Training time for Neural Network: 0.7347350120544434 seconds
Testing time for Neural Network: 0.0045070648193359375 seconds
RMSE for Neural Network: 423.7095137667689
MAE for Neural Network: 338.3352563909211
Training time for Neural Network: 0.9687812328338623 seconds
Testing time for Neural Network: 0.0006780624389648438 seconds
RMSE for Neural Network: 423.10126187859726
MAE for Neural Network: 337.5732090434605
Training time for Neural Network: 0.6477310657501221 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 0.22028638388074392
MAE for Neural Network: 0.16785770196949784
Training time for Neural Network: 0.5809280872344971 seconds
Testing time for Neural Network: 0.0007531642913818359 seconds
RMSE for Neural Network: 0.3369325693622817
MAE for Neural Network: 0.2712859445845362
Training time for Neural Network: 0.5334060192108154 seconds
Testing time for Neural Network: 0.0016808509826660156 seconds
RMSE for Neural Network: 423.1665445006679
MAE for Neural Network: 337.6550281652478
Training time for Neural Network: 1.0467100143432617 seconds
Testing time for Neural Network: 0.002312898635864258 seconds
RMSE for Neural Network: 0.5837994778470003
MAE for Neural Network: 0.4631730471570114
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Testing time for Neural Network: 0.0054569244384765625 seconds
RMSE for Neural Network: 421.9695007479888
MAE for Neural Network: 336.15361551252937
Training time for Neural Network: 0.8126747608184814 seconds
Testing time for Neural Network: 0.0012722015380859375 seconds
RMSE for Neural Network: 424.3223847561911
MAE for Neural Network: 339.1024621936851
Training time for Neural Network: 0.33480191230773926 seconds
Testing time for Neural Network: 0.001168966293334961 seconds
RMSE for Neural Network: 2.669845318753472
MAE for Neural Network: 2.226645659007607
Training time for Neural Network: 0.6570141315460205 seconds
Testing time for Neural Network: 0.001497030258178711 seconds
RMSE for Neural Network: 0.14202042292430228
MAE for Neural Network: 0.10017422216333052
Training time for Neural Network: 0.5570077896118164 seconds
Testing time for Neural Network: 0.006225109100341797 seconds
RMSE for Neural Network: 0.4962656520099936
MAE for Neural Network: 0.3860635662115876
Training time for Neural Network: 0.39905810356140137 seconds
Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 423.15860866782197
MAE for Neural Network: 337.64508252057436
Training time for Neural Network: 0.6278331279754639 seconds
Testing time for Neural Network: 0.0029838085174560547 seconds
RMSE for Neural Network: 424.2733179837816
MAE for Neural Network: 339.04106242991503
Training time for Neural Network: 0.3135852813720703 seconds
Testing time for Neural Network: 0.0006346702575683594 seconds
RMSE for Neural Network: 422.86890212579647
MAE for Neural Network: 337.28193258120865
Training time for Neural Network: 0.5465829372406006 seconds
Testing time for Neural Network: 0.0011909008026123047 seconds
RMSE for Neural Network: 422.87186289974426
MAE for Neural Network: 337.28564465885387
Training time for Neural Network: 1.3504528999328613 seconds
Testing time for Neural Network: 0.004293918609619141 seconds
RMSE for Neural Network: 423.5743547318256
MAE for Neural Network: 338.16597647770686
Training time for Neural Network: 0.5623178482055664 seconds
Testing time for Neural Network: 0.0033571720123291016 seconds
RMSE for Neural Network: 422.0530035341169
MAE for Neural Network: 336.258429563941
Training time for Neural Network: 0.9391369819641113 seconds
Testing time for Neural Network: 0.009674072265625 seconds
RMSE for Neural Network: 0.42750397298174825
MAE for Neural Network: 0.3479753884801661
Training time for Neural Network: 0.8636801242828369 seconds
Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 0.16029778096145825
MAE for Neural Network: 0.12533568949028417
Training time for Neural Network: 0.607003927230835 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.07228297278749514
MAE for Neural Network: 0.05792834406923661
Training time for Neural Network: 0.7147679328918457 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 423.0687563848257
MAE for Neural Network: 337.5324670156065
Training time for Neural Network: 0.8998560905456543 seconds
Testing time for Neural Network: 0.009604215621948242 seconds
RMSE for Neural Network: 422.006476445461
MAE for Neural Network: 336.20002948029605
Training time for Neural Network: 1.1666171550750732 seconds
Testing time for Neural Network: 0.0024230480194091797 seconds
RMSE for Neural Network: 422.95806075060614
MAE for Neural Network: 337.3937089137141
Training time for Neural Network: 1.0789496898651123 seconds
Testing time for Neural Network: 0.0019910335540771484 seconds
RMSE for Neural Network: 422.7883355711631
MAE for Neural Network: 337.18091635748453
Training time for Neural Network: 1.2838921546936035 seconds
Testing time for Neural Network: 0.002227783203125 seconds
RMSE for Neural Network: 0.1641559633992864
MAE for Neural Network: 0.12945696773732276
Training time for Neural Network: 1.0763189792633057 seconds
Testing time for Neural Network: 0.001013040542602539 seconds
RMSE for Neural Network: 422.82483082240367
MAE for Neural Network: 337.22667631821895
Training time for Neural Network: 0.5924701690673828 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 423.9362353986507
MAE for Neural Network: 338.6191449765041
Training time for Neural Network: 0.8320508003234863 seconds
Testing time for Neural Network: 0.0035240650177001953 seconds
RMSE for Neural Network: 0.4147827665608714
MAE for Neural Network: 0.32927324699725313
Training time for Neural Network: 0.8945128917694092 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 424.01526618619107
MAE for Neural Network: 338.7180828057236
Training time for Neural Network: 0.8459630012512207 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 423.9317137549797
MAE for Neural Network: 338.6134840609166
Training time for Neural Network: 0.502722978591919 seconds
Testing time for Neural Network: 0.0009889602661132812 seconds
RMSE for Neural Network: 0.1404964582823011
MAE for Neural Network: 0.09063229757423706
Training time for Neural Network: 0.5019400119781494 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 422.65310739550887
MAE for Neural Network: 337.01133935183566
Training time for Neural Network: 0.5065560340881348 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 422.69004850690305
MAE for Neural Network: 337.05766682780944
Training time for Neural Network: 0.5601000785827637 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 423.73275151118145
MAE for Neural Network: 338.36435740762533
Training time for Neural Network: 0.4901618957519531 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 421.94756218797914
MAE for Neural Network: 336.12607589566306
Training time for Neural Network: 0.5708839893341064 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 0.16624049759677836
MAE for Neural Network: 0.13193042409975775
Training time for Neural Network: 0.7422769069671631 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.27266683422156746
MAE for Neural Network: 0.2118654811481423
Training time for Neural Network: 0.6619369983673096 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 424.21427233721204
MAE for Neural Network: 338.96717026170666
Training time for Neural Network: 1.1645948886871338 seconds
Testing time for Neural Network: 0.0011172294616699219 seconds
RMSE for Neural Network: 422.68377465157903
MAE for Neural Network: 337.04979901246844
Training time for Neural Network: 0.5320429801940918 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 1.2795367105054873
MAE for Neural Network: 1.0301632249714852
Training time for Neural Network: 0.8158168792724609 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 423.40286266565704
MAE for Neural Network: 337.9511470229266
Training time for Neural Network: 1.118326187133789 seconds
Testing time for Neural Network: 0.0030379295349121094 seconds
RMSE for Neural Network: 0.667774401535558
MAE for Neural Network: 0.5262998328906258
Training time for Neural Network: 0.8545987606048584 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 9.807872433171022
MAE for Neural Network: 8.291193207957956
Training time for Neural Network: 0.8003311157226562 seconds
Testing time for Neural Network: 0.0021829605102539062 seconds
RMSE for Neural Network: 1.0129771575005182
MAE for Neural Network: 0.7732997784923686
Training time for Neural Network: 0.9008100032806396 seconds
Testing time for Neural Network: 0.007376909255981445 seconds
RMSE for Neural Network: 0.4384322808858573
MAE for Neural Network: 0.3518341125366318
Training time for Neural Network: 1.013899803161621 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.25956038289826244
MAE for Neural Network: 0.21015124522250248
Training time for Neural Network: 1.6172683238983154 seconds
Testing time for Neural Network: 0.0027518272399902344 seconds
RMSE for Neural Network: 424.034347367045
MAE for Neural Network: 338.741968772153
Training time for Neural Network: 1.8548800945281982 seconds
Testing time for Neural Network: 0.00384521484375 seconds
RMSE for Neural Network: 424.27716518837667
MAE for Neural Network: 339.04587677912207
Training time for Neural Network: 0.9140138626098633 seconds
Testing time for Neural Network: 0.00448298454284668 seconds
RMSE for Neural Network: 423.80415259711816
MAE for Neural Network: 338.45376851085575
Training time for Neural Network: 0.5898358821868896 seconds
Testing time for Neural Network: 0.0007088184356689453 seconds
RMSE for Neural Network: 423.1284346804014
MAE for Neural Network: 337.6072657626392
Training time for Neural Network: 0.8122680187225342 seconds
Testing time for Neural Network: 0.0018138885498046875 seconds
RMSE for Neural Network: 1.012417579718547
MAE for Neural Network: 0.8184577793026767
Training time for Neural Network: 0.6776478290557861 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 27.079174122242247
MAE for Neural Network: 21.143576685864822
Training time for Neural Network: 0.643395185470581 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 0.47360811487006477
MAE for Neural Network: 0.3898415925769275
Training time for Neural Network: 0.7837808132171631 seconds
Testing time for Neural Network: 0.0008461475372314453 seconds
RMSE for Neural Network: 0.37016669222747123
MAE for Neural Network: 0.28010138881143837
Training time for Neural Network: 1.0259389877319336 seconds
Testing time for Neural Network: 0.003687143325805664 seconds
RMSE for Neural Network: 422.17972552554465
MAE for Neural Network: 336.4174702738588
Training time for Neural Network: 1.0915379524230957 seconds
Testing time for Neural Network: 0.0046269893646240234 seconds
RMSE for Neural Network: 423.9400951230585
MAE for Neural Network: 338.62397716875637
Training time for Neural Network: 0.7685198783874512 seconds
Testing time for Neural Network: 0.0006978511810302734 seconds
RMSE for Neural Network: 422.99606139913396
MAE for Neural Network: 337.4413454510552
Training time for Neural Network: 0.47943902015686035 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 422.7559934379308
MAE for Neural Network: 337.14036193895606
Training time for Neural Network: 0.6711165904998779 seconds
Testing time for Neural Network: 0.0007271766662597656 seconds
RMSE for Neural Network: 0.16102548435378192
MAE for Neural Network: 0.1242588011096765
Training time for Neural Network: 0.5386309623718262 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.2328262731226406
MAE for Neural Network: 0.18517445742891347
Training time for Neural Network: 0.625006914138794 seconds
Testing time for Neural Network: 0.0017402172088623047 seconds
RMSE for Neural Network: 422.72446598352406
MAE for Neural Network: 337.1008273524319
Training time for Neural Network: 0.6490941047668457 seconds
Testing time for Neural Network: 0.0006291866302490234 seconds
RMSE for Neural Network: 15.77340586587613
MAE for Neural Network: 13.114348685603973
Training time for Neural Network: 0.5889847278594971 seconds
Testing time for Neural Network: 0.0006582736968994141 seconds
RMSE for Neural Network: 423.590287994698
MAE for Neural Network: 338.1859336874757
Training time for Neural Network: 0.3058929443359375 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
RMSE for Neural Network: 19.2762815488372
MAE for Neural Network: 15.936066766634426
Training time for Neural Network: 0.6767170429229736 seconds
Testing time for Neural Network: 0.002591848373413086 seconds
RMSE for Neural Network: 422.9366134356687
MAE for Neural Network: 337.36682208698403
Training time for Neural Network: 0.5870420932769775 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.5238259975086837
MAE for Neural Network: 0.42180131117996156
Training time for Neural Network: 0.8804237842559814 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.17959272051981098
MAE for Neural Network: 0.1396433660557606
Training time for Neural Network: 0.950951099395752 seconds
Testing time for Neural Network: 0.002318859100341797 seconds
RMSE for Neural Network: 424.26576818061557
MAE for Neural Network: 339.03161461805644
Training time for Neural Network: 1.042037010192871 seconds
Testing time for Neural Network: 0.0010218620300292969 seconds
RMSE for Neural Network: 423.7219277414755
MAE for Neural Network: 338.3508027322984
Training time for Neural Network: 0.7952401638031006 seconds
Testing time for Neural Network: 0.003011941909790039 seconds
RMSE for Neural Network: 422.3288328348398
MAE for Neural Network: 336.6045702367639
Training time for Neural Network: 1.3973307609558105 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 422.9765460847186
MAE for Neural Network: 337.41688191078504
Training time for Neural Network: 0.7410528659820557 seconds
Testing time for Neural Network: 0.004340171813964844 seconds
RMSE for Neural Network: 0.617629170294286
MAE for Neural Network: 0.4815079369202455
Training time for Neural Network: 0.6696088314056396 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 422.1037031032655
MAE for Neural Network: 336.32206266334686
Training time for Neural Network: 0.5194211006164551 seconds
Testing time for Neural Network: 0.003929853439331055 seconds
RMSE for Neural Network: 0.8619368961649255
MAE for Neural Network: 0.7138114823604953
Training time for Neural Network: 0.47973203659057617 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 0.4384069721860687
MAE for Neural Network: 0.3552788264101124
Training time for Neural Network: 0.5121710300445557 seconds
Testing time for Neural Network: 0.0006990432739257812 seconds
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MAE for Neural Network: 1.9303155115772512
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Testing time for Neural Network: 0.0006377696990966797 seconds
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MAE for Neural Network: 336.84458383037935
Training time for Neural Network: 0.34812498092651367 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
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MAE for Neural Network: 10.3850611904243
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Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 0.4727143688081746
MAE for Neural Network: 0.3724020108459212
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Testing time for Neural Network: 0.0006089210510253906 seconds
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MAE for Neural Network: 0.7467231247244129
Training time for Neural Network: 0.4729139804840088 seconds
Testing time for Neural Network: 0.0016701221466064453 seconds
RMSE for Neural Network: 424.22011378164996
MAE for Neural Network: 338.974480746788
Training time for Neural Network: 0.4749867916107178 seconds
Testing time for Neural Network: 0.0026221275329589844 seconds
RMSE for Neural Network: 0.14072387485453688
MAE for Neural Network: 0.1126935139040873
Training time for Neural Network: 0.44111204147338867 seconds
Testing time for Neural Network: 0.001110076904296875 seconds
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MAE for Neural Network: 0.2289048937590166
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Testing time for Neural Network: 0.0015420913696289062 seconds
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MAE for Neural Network: 338.578030103504
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Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.4853771152409713
MAE for Neural Network: 0.3655864427541689
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Testing time for Neural Network: 0.0007810592651367188 seconds
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MAE for Neural Network: 338.52059384952196
Training time for Neural Network: 0.6893999576568604 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 1.9892108185560238
MAE for Neural Network: 1.614674992823863
Training time for Neural Network: 0.4935002326965332 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 423.42473435206995
MAE for Neural Network: 337.97854861183055
Training time for Neural Network: 0.36029481887817383 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 423.25644617740505
MAE for Neural Network: 337.76769071562353
Training time for Neural Network: 0.4279961585998535 seconds
Testing time for Neural Network: 0.0015101432800292969 seconds
RMSE for Neural Network: 0.29452957161099214
MAE for Neural Network: 0.2445065601684675
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Testing time for Neural Network: 0.0007607936859130859 seconds
RMSE for Neural Network: 421.99165079049595
MAE for Neural Network: 336.1814197684435
Training time for Neural Network: 0.4161100387573242 seconds
Testing time for Neural Network: 0.0014369487762451172 seconds
RMSE for Neural Network: 0.23335414588620565
MAE for Neural Network: 0.1795426417086881
Training time for Neural Network: 0.603503942489624 seconds
Testing time for Neural Network: 0.0010440349578857422 seconds
RMSE for Neural Network: 421.74505464491125
MAE for Neural Network: 335.8718279017722
Training time for Neural Network: 0.39861392974853516 seconds
Testing time for Neural Network: 0.0006737709045410156 seconds
RMSE for Neural Network: 0.14809612671984043
MAE for Neural Network: 0.11960726944852915
Training time for Neural Network: 0.347912073135376 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 423.85684075195786
MAE for Neural Network: 338.5197410977226
Training time for Neural Network: 0.5302221775054932 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 422.46866179943993
MAE for Neural Network: 336.77999326451686
Training time for Neural Network: 0.8839631080627441 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 424.06682970116856
MAE for Neural Network: 338.7826290018991
Training time for Neural Network: 0.789780855178833 seconds
Testing time for Neural Network: 0.0007669925689697266 seconds
RMSE for Neural Network: 0.3478992884476947
MAE for Neural Network: 0.27338548260200185
Training time for Neural Network: 0.8085830211639404 seconds
Testing time for Neural Network: 0.0011279582977294922 seconds
RMSE for Neural Network: 0.1254285194561216
MAE for Neural Network: 0.09178770140288586
Training time for Neural Network: 1.0161242485046387 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 423.24397684105827
MAE for Neural Network: 337.7520652681087
Training time for Neural Network: 0.6478960514068604 seconds
Testing time for Neural Network: 0.0012450218200683594 seconds
RMSE for Neural Network: 423.08364097108733
MAE for Neural Network: 337.55112341390674
Training time for Neural Network: 0.9251618385314941 seconds
Testing time for Neural Network: 0.004024028778076172 seconds
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MAE for Neural Network: 336.55800696250475
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Testing time for Neural Network: 0.0013301372528076172 seconds
RMSE for Neural Network: 0.12209801435483082
MAE for Neural Network: 0.0921375516471052
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Testing time for Neural Network: 0.0072901248931884766 seconds
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MAE for Neural Network: 336.7690280419374
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Testing time for Neural Network: 0.0007040500640869141 seconds
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MAE for Neural Network: 60.44306163442496
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Testing time for Neural Network: 0.002485990524291992 seconds
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Testing time for Neural Network: 0.0006687641143798828 seconds
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Testing time for Neural Network: 0.0006389617919921875 seconds
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MAE for Neural Network: 337.0336981274345
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Testing time for Neural Network: 0.0022978782653808594 seconds
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Testing time for Neural Network: 0.0006229877471923828 seconds
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MAE for Neural Network: 0.34687128254857613
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Testing time for Neural Network: 0.0006909370422363281 seconds
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MAE for Neural Network: 337.3564811622481
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Testing time for Neural Network: 0.0007178783416748047 seconds
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MAE for Neural Network: 336.7914975634283
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Training time for Neural Network: 0.9175829887390137 seconds
Testing time for Neural Network: 0.0006587505340576172 seconds
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MAE for Neural Network: 337.15207750486576
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Testing time for Neural Network: 0.0006368160247802734 seconds
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Training time for Neural Network: 0.7110230922698975 seconds
Testing time for Neural Network: 0.0008647441864013672 seconds
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MAE for Neural Network: 337.9072700984598
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Testing time for Neural Network: 0.01737499237060547 seconds
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Testing time for Neural Network: 0.0006232261657714844 seconds
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Testing time for Neural Network: 0.0006420612335205078 seconds
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Testing time for Neural Network: 0.013814210891723633 seconds
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Testing time for Neural Network: 0.0006170272827148438 seconds
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Testing time for Neural Network: 0.0007102489471435547 seconds
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MAE for Neural Network: 337.5199579123388
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Testing time for Neural Network: 0.0005960464477539062 seconds
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MAE for Neural Network: 0.7084957406182264
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Testing time for Neural Network: 0.0008420944213867188 seconds
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MAE for Neural Network: 337.55643019420984
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Testing time for Neural Network: 0.0008466243743896484 seconds
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MAE for Neural Network: 0.22961062003314617
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Testing time for Neural Network: 0.0006587505340576172 seconds
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MAE for Neural Network: 335.77975950807013
Training time for Neural Network: 0.8734500408172607 seconds
Testing time for Neural Network: 0.0009009838104248047 seconds
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MAE for Neural Network: 0.17810927455022843
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Testing time for Neural Network: 0.006594181060791016 seconds
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Training time for Neural Network: 0.8233010768890381 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 0.15829061365520203
MAE for Neural Network: 0.1277530598717923
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Testing time for Neural Network: 0.0037689208984375 seconds
RMSE for Neural Network: 0.4550783115268228
MAE for Neural Network: 0.3130365844642956
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Testing time for Neural Network: 0.00723719596862793 seconds
RMSE for Neural Network: 423.91690023527406
MAE for Neural Network: 338.5949378914603
Training time for Neural Network: 2.215261220932007 seconds
Testing time for Neural Network: 0.002047300338745117 seconds
RMSE for Neural Network: 1.1361075108781866
MAE for Neural Network: 0.8400069189086075
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Testing time for Neural Network: 0.0006227493286132812 seconds
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MAE for Neural Network: 0.1490923491634527
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Testing time for Neural Network: 0.0006330013275146484 seconds
RMSE for Neural Network: 0.30322274584988257
MAE for Neural Network: 0.238280386000019
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Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 421.78058029895413
MAE for Neural Network: 335.9164354091074
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Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 423.15081056131487
MAE for Neural Network: 337.6353093788272
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Testing time for Neural Network: 0.0006089210510253906 seconds
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MAE for Neural Network: 336.92956040397445
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Testing time for Neural Network: 0.0007240772247314453 seconds
RMSE for Neural Network: 0.527234204725036
MAE for Neural Network: 0.42899931199402247
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Testing time for Neural Network: 0.003298044204711914 seconds
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MAE for Neural Network: 338.3915062444599
Training time for Neural Network: 0.9678778648376465 seconds
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MAE for Neural Network: 337.50706603540175
Training time for Neural Network: 0.9641690254211426 seconds
Testing time for Neural Network: 0.011708259582519531 seconds
RMSE for Neural Network: 422.3220387129692
MAE for Neural Network: 336.59604579275316
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Testing time for Neural Network: 0.0026831626892089844 seconds
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MAE for Neural Network: 337.93783839345383
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Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 423.2053794666997
MAE for Neural Network: 337.7036968559743
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Testing time for Neural Network: 0.0007040500640869141 seconds
RMSE for Neural Network: 422.8269510338537
MAE for Neural Network: 337.2293346985453
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Testing time for Neural Network: 0.0007188320159912109 seconds
RMSE for Neural Network: 0.6744298357647757
MAE for Neural Network: 0.49526052605367993
Training time for Neural Network: 0.9710211753845215 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 0.28830197808406766
MAE for Neural Network: 0.2200913434137508
Training time for Neural Network: 1.3514318466186523 seconds
Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 1.0681248665869953
MAE for Neural Network: 0.8739067420367254
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Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 422.9294309952145
MAE for Neural Network: 337.35781784712555
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Testing time for Neural Network: 0.0015170574188232422 seconds
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MAE for Neural Network: 338.28999437975506
Training time for Neural Network: 0.9763846397399902 seconds
Testing time for Neural Network: 0.003607034683227539 seconds
RMSE for Neural Network: 0.7875202935854608
MAE for Neural Network: 0.6124611659430939
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Testing time for Neural Network: 0.0028650760650634766 seconds
RMSE for Neural Network: 423.12852131468793
MAE for Neural Network: 337.6073743427309
Training time for Neural Network: 0.9110987186431885 seconds
Testing time for Neural Network: 0.02515411376953125 seconds
RMSE for Neural Network: 0.2039253377798524
MAE for Neural Network: 0.16481658910383828
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Testing time for Neural Network: 0.0032439231872558594 seconds
RMSE for Neural Network: 423.94219001504274
MAE for Neural Network: 338.62659986390486
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Testing time for Neural Network: 0.0008540153503417969 seconds
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MAE for Neural Network: 0.39798917438792364
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Testing time for Neural Network: 0.001028299331665039 seconds
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MAE for Neural Network: 338.9019269394656
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Testing time for Neural Network: 0.0010340213775634766 seconds
RMSE for Neural Network: 422.6138116654697
MAE for Neural Network: 336.96205642632174
Training time for Neural Network: 0.9685900211334229 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
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MAE for Neural Network: 0.2885145156125293
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Testing time for Neural Network: 0.001898050308227539 seconds
RMSE for Neural Network: 0.329221201011076
MAE for Neural Network: 0.2644274542622481
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RMSE for Neural Network: 0.4924538334154565
MAE for Neural Network: 0.31235624725640276
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MAE for Neural Network: 0.11091956571496757
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MAE for Neural Network: 0.29488059990247806
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Testing time for Neural Network: 0.0006802082061767578 seconds
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MAE for Neural Network: 338.1210299347034
Training time for Neural Network: 0.8258881568908691 seconds
Testing time for Neural Network: 0.0007040500640869141 seconds
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Training time for Neural Network: 0.5741672515869141 seconds
Testing time for Neural Network: 0.003386974334716797 seconds
RMSE for Neural Network: 423.160820188066
MAE for Neural Network: 337.64785413634013
Training time for Neural Network: 0.9043776988983154 seconds
Testing time for Neural Network: 0.0017430782318115234 seconds
RMSE for Neural Network: 0.7767011970505927
MAE for Neural Network: 0.6300045584654861
Training time for Neural Network: 0.9686000347137451 seconds
Testing time for Neural Network: 0.0007228851318359375 seconds
RMSE for Neural Network: 423.8981249347408
MAE for Neural Network: 338.5714311394682
Training time for Neural Network: 0.9351260662078857 seconds
Testing time for Neural Network: 0.005450010299682617 seconds
RMSE for Neural Network: 1.0530752053401837
MAE for Neural Network: 0.8885351952623131
Training time for Neural Network: 0.622020959854126 seconds
Testing time for Neural Network: 0.000640869140625 seconds
RMSE for Neural Network: 0.32168467941056084
MAE for Neural Network: 0.25155788163252113
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Testing time for Neural Network: 0.0016312599182128906 seconds
RMSE for Neural Network: 0.1669837867372695
MAE for Neural Network: 0.12703562338362276
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Testing time for Neural Network: 0.006164073944091797 seconds
RMSE for Neural Network: 0.25268654789913025
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Training time for Neural Network: 0.6004438400268555 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
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MAE for Neural Network: 0.21739690230756395
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Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 0.8743633968429665
MAE for Neural Network: 0.6618747474108992
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Testing time for Neural Network: 0.0015521049499511719 seconds
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MAE for Neural Network: 0.11049817002903711
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Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 0.35073204142239467
MAE for Neural Network: 0.273010944353677
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Testing time for Neural Network: 0.0006358623504638672 seconds
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MAE for Neural Network: 338.3255611453325
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Testing time for Neural Network: 0.0006101131439208984 seconds
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Testing time for Neural Network: 0.0017960071563720703 seconds
RMSE for Neural Network: 422.25024860597773
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Testing time for Neural Network: 0.0020380020141601562 seconds
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MAE for Neural Network: 0.24819404539553083
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Testing time for Neural Network: 0.001508951187133789 seconds
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Testing time for Neural Network: 0.0006673336029052734 seconds
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MAE for Neural Network: 9.803518869296283
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Testing time for Neural Network: 0.0006992816925048828 seconds
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Testing time for Neural Network: 0.0006539821624755859 seconds
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Testing time for Neural Network: 0.0006940364837646484 seconds
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Testing time for Neural Network: 0.002688884735107422 seconds
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Testing time for Neural Network: 0.0006802082061767578 seconds
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MAE for Neural Network: 338.2027116235935
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Testing time for Neural Network: 0.0010499954223632812 seconds
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Testing time for Neural Network: 0.0006389617919921875 seconds
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MAE for Neural Network: 336.08901562467895
Training time for Neural Network: 0.747399091720581 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
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Testing time for Neural Network: 0.007796049118041992 seconds
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Testing time for Neural Network: 0.003422975540161133 seconds
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Testing time for Neural Network: 0.0005459785461425781 seconds
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Testing time for Neural Network: 0.0014469623565673828 seconds
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MAE for Neural Network: 339.0046586997804
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Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 0.45510908239626063
MAE for Neural Network: 0.3689673371236424
Training time for Neural Network: 0.6181900501251221 seconds
Testing time for Neural Network: 0.0006239414215087891 seconds
RMSE for Neural Network: 422.8460728170351
MAE for Neural Network: 337.2533097797973
Training time for Neural Network: 0.7467508316040039 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 424.3244945459814
MAE for Neural Network: 339.10510219154935
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Testing time for Neural Network: 0.002671957015991211 seconds
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MAE for Neural Network: 337.06197390725384
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RMSE for Neural Network: 423.6537801756958
MAE for Neural Network: 338.265456583724
Training time for Neural Network: 0.6721630096435547 seconds
Testing time for Neural Network: 0.0016200542449951172 seconds
RMSE for Neural Network: 8.054317555778029
MAE for Neural Network: 6.818653654784976
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Testing time for Neural Network: 0.0006110668182373047 seconds
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Testing time for Neural Network: 0.0005788803100585938 seconds
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Testing time for Neural Network: 0.00066375732421875 seconds
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MAE for Neural Network: 337.2064469671802
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Testing time for Neural Network: 0.003019094467163086 seconds
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MAE for Neural Network: 337.87728999198487
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MAE for Neural Network: 336.2514457279425
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Testing time for Neural Network: 0.001850128173828125 seconds
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MAE for Neural Network: 0.15593948587183573
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Testing time for Neural Network: 0.001194000244140625 seconds
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MAE for Neural Network: 0.27483320070010264
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Testing time for Neural Network: 0.0006392002105712891 seconds
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Testing time for Neural Network: 0.002502918243408203 seconds
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Testing time for Neural Network: 0.0006010532379150391 seconds
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Testing time for Neural Network: 0.0006682872772216797 seconds
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MAE for Neural Network: 0.1430141712647441
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Testing time for Neural Network: 0.0006761550903320312 seconds
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MAE for Neural Network: 337.3646207380046
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Testing time for Neural Network: 0.004832029342651367 seconds
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MAE for Neural Network: 0.1984149847784343
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Testing time for Neural Network: 0.001911163330078125 seconds
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MAE for Neural Network: 335.8489985179329
Training time for Neural Network: 0.5116000175476074 seconds
Testing time for Neural Network: 0.001859903335571289 seconds
RMSE for Neural Network: 8.125970117756218
MAE for Neural Network: 6.880543676507017
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Testing time for Neural Network: 0.0017879009246826172 seconds
RMSE for Neural Network: 422.9824141152689
MAE for Neural Network: 337.42423788373503
Training time for Neural Network: 0.7012050151824951 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
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MAE for Neural Network: 337.9700717187849
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Testing time for Neural Network: 0.0006210803985595703 seconds
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MAE for Neural Network: 0.24191543091744994
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Testing time for Neural Network: 0.0007586479187011719 seconds
RMSE for Neural Network: 0.3349029023190325
MAE for Neural Network: 0.24735149473187198
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Testing time for Neural Network: 0.00131988525390625 seconds
RMSE for Neural Network: 0.1975955975395516
MAE for Neural Network: 0.15058439354900646
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MAE for Neural Network: 0.27360238538890985
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Testing time for Neural Network: 0.0008199214935302734 seconds
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MAE for Neural Network: 338.9595508084399
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Testing time for Neural Network: 0.0006730556488037109 seconds
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MAE for Neural Network: 337.7878686004427
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Testing time for Neural Network: 0.0007259845733642578 seconds
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MAE for Neural Network: 337.57137350011544
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Testing time for Neural Network: 0.0006160736083984375 seconds
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MAE for Neural Network: 338.3120391013927
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Testing time for Neural Network: 0.0006101131439208984 seconds
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MAE for Neural Network: 0.3189674058566476
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Testing time for Neural Network: 0.0006630420684814453 seconds
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MAE for Neural Network: 0.17470384839711983
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Testing time for Neural Network: 0.000659942626953125 seconds
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MAE for Neural Network: 337.7451124562313
Training time for Neural Network: 0.5634410381317139 seconds
Testing time for Neural Network: 0.0027570724487304688 seconds
RMSE for Neural Network: 0.4155784369135228
MAE for Neural Network: 0.33459976781257006
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MAE for Neural Network: 0.4246121900443067
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Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 0.8200272504177161
MAE for Neural Network: 0.6822315770290299
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Testing time for Neural Network: 0.00060272216796875 seconds
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MAE for Neural Network: 337.53800160362977
Training time for Neural Network: 0.4610459804534912 seconds
Testing time for Neural Network: 0.0019168853759765625 seconds
RMSE for Neural Network: 0.14236000312059865
MAE for Neural Network: 0.10349052462590333
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Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 422.494873422272
MAE for Neural Network: 336.8128734605317
Training time for Neural Network: 0.38471198081970215 seconds
Testing time for Neural Network: 0.0017588138580322266 seconds
RMSE for Neural Network: 0.5122165935018732
MAE for Neural Network: 0.38634317467099927
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Testing time for Neural Network: 0.0006127357482910156 seconds
RMSE for Neural Network: 0.48452305470349094
MAE for Neural Network: 0.3851337380170844
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Testing time for Neural Network: 0.0006318092346191406 seconds
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MAE for Neural Network: 338.8886603646944
Training time for Neural Network: 0.29840517044067383 seconds
Testing time for Neural Network: 0.0019109249114990234 seconds
RMSE for Neural Network: 423.99046530087014
MAE for Neural Network: 338.68703595899103
Training time for Neural Network: 0.5037670135498047 seconds
Testing time for Neural Network: 0.0007128715515136719 seconds
RMSE for Neural Network: 0.11503149131682561
MAE for Neural Network: 0.08565798901051078
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Testing time for Neural Network: 0.0015251636505126953 seconds
RMSE for Neural Network: 0.417886972995281
MAE for Neural Network: 0.3434002506698724
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Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 0.6514957242771225
MAE for Neural Network: 0.520864235378066
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Testing time for Neural Network: 0.0009748935699462891 seconds
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MAE for Neural Network: 1.5634969792151825
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Testing time for Neural Network: 0.0006308555603027344 seconds
RMSE for Neural Network: 0.33005271497410055
MAE for Neural Network: 0.23280065641790845
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Testing time for Neural Network: 0.0006656646728515625 seconds
RMSE for Neural Network: 0.1805594586538621
MAE for Neural Network: 0.1424612574886094
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Testing time for Neural Network: 0.0014579296112060547 seconds
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MAE for Neural Network: 337.6170586209605
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Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 422.31431790811064
MAE for Neural Network: 336.5863585631944
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Testing time for Neural Network: 0.0006589889526367188 seconds
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MAE for Neural Network: 337.2040243841741
Training time for Neural Network: 0.47223401069641113 seconds
Testing time for Neural Network: 0.0018579959869384766 seconds
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MAE for Neural Network: 338.93593745051226
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Testing time for Neural Network: 0.0006668567657470703 seconds
RMSE for Neural Network: 424.29659593364477
MAE for Neural Network: 339.0701918209815
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Testing time for Neural Network: 0.0006589889526367188 seconds
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MAE for Neural Network: 337.0094780937878
Training time for Neural Network: 0.4610629081726074 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
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MAE for Neural Network: 0.21146599164914195
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Testing time for Neural Network: 0.0008420944213867188 seconds
RMSE for Neural Network: 422.6801398552712
MAE for Neural Network: 337.0452407151155
Training time for Neural Network: 0.3909766674041748 seconds
Testing time for Neural Network: 0.001190185546875 seconds
RMSE for Neural Network: 0.6609038473378217
MAE for Neural Network: 0.5520540411993281
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Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.3803275506847069
MAE for Neural Network: 0.3027972493616172
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Testing time for Neural Network: 0.0006220340728759766 seconds
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MAE for Neural Network: 339.06851245366664
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Testing time for Neural Network: 0.0006270408630371094 seconds
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Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.3086671398033914
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Testing time for Neural Network: 0.0006351470947265625 seconds
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Testing time for Neural Network: 0.0006153583526611328 seconds
RMSE for Neural Network: 0.21922090277842424
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Testing time for Neural Network: 0.0006258487701416016 seconds
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Training time for Neural Network: 0.6190621852874756 seconds
Testing time for Neural Network: 0.002444028854370117 seconds
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MAE for Neural Network: 337.8449861214402
Training time for Neural Network: 0.4788370132446289 seconds
Testing time for Neural Network: 0.0019919872283935547 seconds
RMSE for Neural Network: 0.14974440468153852
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Testing time for Neural Network: 0.0009000301361083984 seconds
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Testing time for Neural Network: 0.0005848407745361328 seconds
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Testing time for Neural Network: 0.0016603469848632812 seconds
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Testing time for Neural Network: 0.000621795654296875 seconds
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Testing time for Neural Network: 0.0018558502197265625 seconds
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Testing time for Neural Network: 0.0007281303405761719 seconds
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Testing time for Neural Network: 0.0007691383361816406 seconds
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Testing time for Neural Network: 0.0015239715576171875 seconds
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Testing time for Neural Network: 0.0006189346313476562 seconds
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Testing time for Neural Network: 0.0006508827209472656 seconds
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Testing time for Neural Network: 0.000553131103515625 seconds
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MAE for Neural Network: 337.95555089739355
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Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 423.88537374555835
MAE for Neural Network: 338.5554662622511
Training time for Neural Network: 0.579279899597168 seconds
Testing time for Neural Network: 0.0014798641204833984 seconds
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MAE for Neural Network: 0.2580736242938107
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Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 0.7264201452198172
MAE for Neural Network: 0.5710622914995508
Training time for Neural Network: 0.4139440059661865 seconds
Testing time for Neural Network: 0.0011823177337646484 seconds
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MAE for Neural Network: 0.5562341969023015
Training time for Neural Network: 0.5138769149780273 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
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MAE for Neural Network: 0.12354818246253582
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Testing time for Neural Network: 0.0014190673828125 seconds
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MAE for Neural Network: 0.3876202350286164
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Testing time for Neural Network: 0.0015196800231933594 seconds
RMSE for Neural Network: 424.15392576174503
MAE for Neural Network: 338.8916440394163
Training time for Neural Network: 0.47492027282714844 seconds
Testing time for Neural Network: 0.0006308555603027344 seconds
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MAE for Neural Network: 335.8031558676357
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Testing time for Neural Network: 0.003278017044067383 seconds
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MAE for Neural Network: 336.3776123801324
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Testing time for Neural Network: 0.0006470680236816406 seconds
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MAE for Neural Network: 337.2891281936089
Training time for Neural Network: 0.4979410171508789 seconds
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MAE for Neural Network: 336.3391111858069
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MAE for Neural Network: 337.6962259178245
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MAE for Neural Network: 338.70312663241236
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MAE for Neural Network: 338.01771307671265
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MAE for Neural Network: 0.804514263356235
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Testing time for Neural Network: 0.0006489753723144531 seconds
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MAE for Neural Network: 11.102965389411947
Training time for Neural Network: 0.49401307106018066 seconds
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MAE for Neural Network: 0.2369408516395503
Training time for Neural Network: 0.43549513816833496 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
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MAE for Neural Network: 336.84561844229097
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Testing time for Neural Network: 0.00063323974609375 seconds
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MAE for Neural Network: 337.77791185353794
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MAE for Neural Network: 0.111994068252725
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Testing time for Neural Network: 0.0006160736083984375 seconds
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Testing time for Neural Network: 0.003161191940307617 seconds
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MAE for Neural Network: 336.55510144057405
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Testing time for Neural Network: 0.0007610321044921875 seconds
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MAE for Neural Network: 339.0740368479624
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Testing time for Neural Network: 0.0005440711975097656 seconds
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MAE for Neural Network: 0.4905600720945222
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Testing time for Neural Network: 0.0005691051483154297 seconds
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MAE for Neural Network: 0.4061903394322784
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Testing time for Neural Network: 0.0006420612335205078 seconds
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MAE for Neural Network: 339.0584711342177
Training time for Neural Network: 0.7445089817047119 seconds
Testing time for Neural Network: 0.0024199485778808594 seconds
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MAE for Neural Network: 0.31798930301671
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MAE for Neural Network: 338.28540184368353
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Testing time for Neural Network: 0.0030090808868408203 seconds
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MAE for Neural Network: 337.2392051348748
Training time for Neural Network: 0.2636852264404297 seconds
Testing time for Neural Network: 0.001252889633178711 seconds
RMSE for Neural Network: 421.84492142012544
MAE for Neural Network: 335.99721931675316
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Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 421.7767001402317
MAE for Neural Network: 335.9115634237997
Training time for Neural Network: 0.762671947479248 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 1.689504348830539
MAE for Neural Network: 1.3706812983050634
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Testing time for Neural Network: 0.001386880874633789 seconds
RMSE for Neural Network: 0.14062168444558076
MAE for Neural Network: 0.1038944907298471
Training time for Neural Network: 0.5495851039886475 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.4174200577442877
MAE for Neural Network: 0.3272475018890734
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Testing time for Neural Network: 0.0006358623504638672 seconds
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MAE for Neural Network: 337.0240366138563
Training time for Neural Network: 0.6670501232147217 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.3722254867485797
MAE for Neural Network: 0.3012866321729229
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Testing time for Neural Network: 0.0005970001220703125 seconds
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MAE for Neural Network: 0.3230942945488614
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Testing time for Neural Network: 0.0007071495056152344 seconds
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MAE for Neural Network: 8.40557740217592
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Testing time for Neural Network: 0.003974199295043945 seconds
RMSE for Neural Network: 0.30422047492253335
MAE for Neural Network: 0.24070734365097102
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Testing time for Neural Network: 0.0006029605865478516 seconds
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MAE for Neural Network: 338.5305361279963
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Testing time for Neural Network: 0.0033288002014160156 seconds
RMSE for Neural Network: 423.7800152803281
MAE for Neural Network: 338.42354381992044
Training time for Neural Network: 0.5560529232025146 seconds
Testing time for Neural Network: 0.0006837844848632812 seconds
RMSE for Neural Network: 423.1531639516232
MAE for Neural Network: 337.6382588257851
Training time for Neural Network: 0.6005802154541016 seconds
Testing time for Neural Network: 0.001672983169555664 seconds
RMSE for Neural Network: 423.36692778332
MAE for Neural Network: 337.90612483547176
Training time for Neural Network: 0.8666830062866211 seconds
Testing time for Neural Network: 0.0015721321105957031 seconds
RMSE for Neural Network: 422.65011858467005
MAE for Neural Network: 337.0075910128349
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Testing time for Neural Network: 0.0046100616455078125 seconds
RMSE for Neural Network: 423.95125176272455
MAE for Neural Network: 338.63794461315103
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Testing time for Neural Network: 0.0006320476531982422 seconds
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MAE for Neural Network: 338.56784856234486
Training time for Neural Network: 0.5040140151977539 seconds
Testing time for Neural Network: 0.0015659332275390625 seconds
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MAE for Neural Network: 338.7194004737087
Training time for Neural Network: 0.6845619678497314 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 424.12530867914046
MAE for Neural Network: 338.85582645546276
Training time for Neural Network: 0.6761479377746582 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.17446599286295705
MAE for Neural Network: 0.13668825893713665
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Testing time for Neural Network: 0.0008392333984375 seconds
RMSE for Neural Network: 0.3979893042552
MAE for Neural Network: 0.3290113550655397
Training time for Neural Network: 0.406466007232666 seconds
Testing time for Neural Network: 0.0009469985961914062 seconds
RMSE for Neural Network: 0.37508835864817897
MAE for Neural Network: 0.303467308049593
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Testing time for Neural Network: 0.0005469322204589844 seconds
RMSE for Neural Network: 0.60370066671223
MAE for Neural Network: 0.4767686177567305
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Testing time for Neural Network: 0.0006160736083984375 seconds
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MAE for Neural Network: 336.1635939198651
Training time for Neural Network: 0.40848803520202637 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
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MAE for Neural Network: 0.9457139514728645
Training time for Neural Network: 0.3921539783477783 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 0.30317249626749115
MAE for Neural Network: 0.22937829215556454
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Testing time for Neural Network: 0.0006878376007080078 seconds
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MAE for Neural Network: 16.577893952637748
Training time for Neural Network: 0.4107067584991455 seconds
Testing time for Neural Network: 0.000985860824584961 seconds
RMSE for Neural Network: 424.3476569878177
MAE for Neural Network: 339.1340850632521
Training time for Neural Network: 0.9844160079956055 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 423.5840043775644
MAE for Neural Network: 338.1780631932992
Training time for Neural Network: 0.21068120002746582 seconds
Testing time for Neural Network: 0.0015077590942382812 seconds
RMSE for Neural Network: 2.222464567823647
MAE for Neural Network: 1.76745061353065
Training time for Neural Network: 0.678473949432373 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 0.7964264639804112
MAE for Neural Network: 0.6441939949478654
Training time for Neural Network: 0.5376460552215576 seconds
Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 423.3720303764638
MAE for Neural Network: 337.91251791806695
Training time for Neural Network: 0.48937392234802246 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 421.8517966962212
MAE for Neural Network: 336.0058511937976
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Testing time for Neural Network: 0.0005886554718017578 seconds
RMSE for Neural Network: 0.5962205441897122
MAE for Neural Network: 0.4702744651247302
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Testing time for Neural Network: 0.0005648136138916016 seconds
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MAE for Neural Network: 338.38594819255707
Training time for Neural Network: 0.48144006729125977 seconds
Testing time for Neural Network: 0.0016336441040039062 seconds
RMSE for Neural Network: 423.2234466579902
MAE for Neural Network: 337.7263381226096
Training time for Neural Network: 0.5835442543029785 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 423.381172527028
MAE for Neural Network: 337.9239720869171
Training time for Neural Network: 0.5601730346679688 seconds
Testing time for Neural Network: 0.0007407665252685547 seconds
RMSE for Neural Network: 0.14075651670422396
MAE for Neural Network: 0.10673076138988286
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Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.2600972651668228
MAE for Neural Network: 0.19137236796456306
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Testing time for Neural Network: 0.0005671977996826172 seconds
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MAE for Neural Network: 8.384171189679472
Training time for Neural Network: 0.46117711067199707 seconds
Testing time for Neural Network: 0.0006377696990966797 seconds
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Training time for Neural Network: 0.45538806915283203 seconds
Testing time for Neural Network: 0.0006568431854248047 seconds
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Testing time for Neural Network: 0.0005998611450195312 seconds
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Testing time for Neural Network: 0.0018298625946044922 seconds
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Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 0.25576079988835876
MAE for Neural Network: 0.2030318237061515
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Testing time for Neural Network: 0.0006136894226074219 seconds
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MAE for Neural Network: 337.7175969507278
Training time for Neural Network: 0.5423538684844971 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 422.78603377845565
MAE for Neural Network: 337.17803015433253
Training time for Neural Network: 0.5346028804779053 seconds
Testing time for Neural Network: 0.0010449886322021484 seconds
RMSE for Neural Network: 0.1689059675712814
MAE for Neural Network: 0.13055274726939012
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Testing time for Neural Network: 0.0005719661712646484 seconds
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MAE for Neural Network: 0.12994295044109963
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Training time for Neural Network: 0.6027319431304932 seconds
Testing time for Neural Network: 0.004254817962646484 seconds
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Testing time for Neural Network: 0.000797271728515625 seconds
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Testing time for Neural Network: 0.0014693737030029297 seconds
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Testing time for Neural Network: 0.000698089599609375 seconds
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Training time for Neural Network: 0.546637773513794 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
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MAE for Neural Network: 338.2512574871973
Training time for Neural Network: 0.7033369541168213 seconds
Testing time for Neural Network: 0.0010418891906738281 seconds
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Testing time for Neural Network: 0.0006909370422363281 seconds
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Testing time for Neural Network: 0.0008971691131591797 seconds
RMSE for Neural Network: 0.830739514873337
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Testing time for Neural Network: 0.0006818771362304688 seconds
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Testing time for Neural Network: 0.0006909370422363281 seconds
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Testing time for Neural Network: 0.0006439685821533203 seconds
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Testing time for Neural Network: 0.0009620189666748047 seconds
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MAE for Neural Network: 336.2529266795261
Training time for Neural Network: 0.6868488788604736 seconds
Testing time for Neural Network: 0.0007011890411376953 seconds
RMSE for Neural Network: 422.8716825709716
MAE for Neural Network: 337.2854185716351
Training time for Neural Network: 0.6072409152984619 seconds
Testing time for Neural Network: 0.002313852310180664 seconds
RMSE for Neural Network: 0.4095743941646995
MAE for Neural Network: 0.336795076327022
Training time for Neural Network: 0.6598877906799316 seconds
Testing time for Neural Network: 0.015115022659301758 seconds
RMSE for Neural Network: 0.2529960804626643
MAE for Neural Network: 0.19431057659104123
Training time for Neural Network: 1.2352230548858643 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 0.07615320961314431
MAE for Neural Network: 0.054122888973043126
Training time for Neural Network: 1.0776290893554688 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 421.9045913924145
MAE for Neural Network: 336.0721319875226
Training time for Neural Network: 0.6304898262023926 seconds
Testing time for Neural Network: 0.0006661415100097656 seconds
RMSE for Neural Network: 421.7069978630846
MAE for Neural Network: 335.8240397996162
Training time for Neural Network: 0.9162030220031738 seconds
Testing time for Neural Network: 0.0007033348083496094 seconds
RMSE for Neural Network: 424.01421179619535
MAE for Neural Network: 338.7167628945862
Training time for Neural Network: 0.5810120105743408 seconds
Testing time for Neural Network: 0.0006570816040039062 seconds
RMSE for Neural Network: 423.6277093435414
MAE for Neural Network: 338.2328041220937
Training time for Neural Network: 0.48721814155578613 seconds
Testing time for Neural Network: 0.0008928775787353516 seconds
RMSE for Neural Network: 424.0619957175837
MAE for Neural Network: 338.77657810512596
Training time for Neural Network: 0.8524198532104492 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 422.6914083031822
MAE for Neural Network: 337.0593720903871
Training time for Neural Network: 0.8756248950958252 seconds
Testing time for Neural Network: 0.0006551742553710938 seconds
RMSE for Neural Network: 423.6584784282592
MAE for Neural Network: 338.2713407972751
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Testing time for Neural Network: 0.0009732246398925781 seconds
RMSE for Neural Network: 4.485323084169087
MAE for Neural Network: 3.877541703728604
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Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 422.30078408086615
MAE for Neural Network: 336.5693775374594
Training time for Neural Network: 0.9562737941741943 seconds
Testing time for Neural Network: 0.0007181167602539062 seconds
RMSE for Neural Network: 0.1559114133909555
MAE for Neural Network: 0.12271434042223507
Training time for Neural Network: 1.5244078636169434 seconds
Testing time for Neural Network: 0.0006859302520751953 seconds
RMSE for Neural Network: 423.17973295859855
MAE for Neural Network: 337.6715564680408
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Testing time for Neural Network: 0.0007078647613525391 seconds
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MAE for Neural Network: 338.71210274548025
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Testing time for Neural Network: 0.0019469261169433594 seconds
RMSE for Neural Network: 0.3230616520321009
MAE for Neural Network: 0.2028609664892582
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Testing time for Neural Network: 0.0077381134033203125 seconds
RMSE for Neural Network: 424.34255223922
MAE for Neural Network: 339.1276976325197
Training time for Neural Network: 0.6663310527801514 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
RMSE for Neural Network: 0.5666066743370763
MAE for Neural Network: 0.4184978988485154
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Testing time for Neural Network: 0.0031511783599853516 seconds
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MAE for Neural Network: 338.152713869209
Training time for Neural Network: 0.719545841217041 seconds
Testing time for Neural Network: 0.0007741451263427734 seconds
RMSE for Neural Network: 423.61582493939926
MAE for Neural Network: 338.21791909910144
Training time for Neural Network: 1.6178717613220215 seconds
Testing time for Neural Network: 0.0030791759490966797 seconds
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MAE for Neural Network: 0.570745379284011
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Testing time for Neural Network: 0.005510091781616211 seconds
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MAE for Neural Network: 0.22045589970887378
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Testing time for Neural Network: 0.0007038116455078125 seconds
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Testing time for Neural Network: 0.0006349086761474609 seconds
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MAE for Neural Network: 338.60905657258115
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Testing time for Neural Network: 0.0006909370422363281 seconds
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MAE for Neural Network: 338.49749524741264
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Testing time for Neural Network: 0.003715038299560547 seconds
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MAE for Neural Network: 339.2021678858023
Training time for Neural Network: 0.9914228916168213 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
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MAE for Neural Network: 336.0462880798304
Training time for Neural Network: 0.45598888397216797 seconds
Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 423.7634552174398
MAE for Neural Network: 338.4028067827772
Training time for Neural Network: 0.8654940128326416 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 3.5583501045415487
MAE for Neural Network: 2.763685285818657
Training time for Neural Network: 0.3784158229827881 seconds
Testing time for Neural Network: 0.0018863677978515625 seconds
RMSE for Neural Network: 4.8697437564881625
MAE for Neural Network: 4.03522962157341
Training time for Neural Network: 0.474743127822876 seconds
Testing time for Neural Network: 0.0006592273712158203 seconds
RMSE for Neural Network: 0.20001299835386785
MAE for Neural Network: 0.15564144467582317
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Testing time for Neural Network: 0.004308938980102539 seconds
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MAE for Neural Network: 336.732540391271
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Testing time for Neural Network: 0.0006818771362304688 seconds
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MAE for Neural Network: 0.2805832860762916
Training time for Neural Network: 0.5493559837341309 seconds
Testing time for Neural Network: 0.0006756782531738281 seconds
RMSE for Neural Network: 423.13859658291386
MAE for Neural Network: 337.6200017457444
Training time for Neural Network: 0.5420029163360596 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 423.5295616221272
MAE for Neural Network: 338.1098685759849
Training time for Neural Network: 0.5680720806121826 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 0.25557050800912634
MAE for Neural Network: 0.2014773245958798
Training time for Neural Network: 0.5674707889556885 seconds
Testing time for Neural Network: 0.0006709098815917969 seconds
RMSE for Neural Network: 0.4728932728291346
MAE for Neural Network: 0.3654037623033439
Training time for Neural Network: 0.670335054397583 seconds
Testing time for Neural Network: 0.006616115570068359 seconds
RMSE for Neural Network: 423.85929401182955
MAE for Neural Network: 338.52281279235103
Training time for Neural Network: 1.0201399326324463 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 1.309954892622675
MAE for Neural Network: 0.9500013738690217
Training time for Neural Network: 0.840033769607544 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 421.77284884368254
MAE for Neural Network: 335.90672765271376
Training time for Neural Network: 0.9661669731140137 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 422.88343784219455
MAE for Neural Network: 337.30015662888707
Training time for Neural Network: 0.6861670017242432 seconds
Testing time for Neural Network: 0.0006861686706542969 seconds
RMSE for Neural Network: 422.8174781791572
MAE for Neural Network: 337.2174573097018
Training time for Neural Network: 1.1424109935760498 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 0.2682291242431566
MAE for Neural Network: 0.21349760540821128
Training time for Neural Network: 0.7039480209350586 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 422.4328669825883
MAE for Neural Network: 336.7350898967431
Training time for Neural Network: 0.9383060932159424 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 422.1010127527786
MAE for Neural Network: 336.3186861111941
Training time for Neural Network: 0.6540019512176514 seconds
Testing time for Neural Network: 0.0018990039825439453 seconds
RMSE for Neural Network: 421.6791668763085
MAE for Neural Network: 335.7890907074501
Training time for Neural Network: 1.0879089832305908 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 0.16935942243092228
MAE for Neural Network: 0.13147040498997659
Training time for Neural Network: 0.6104409694671631 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 423.8017824309076
MAE for Neural Network: 338.45080063763015
Training time for Neural Network: 0.3818068504333496 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 0.4483206498968277
MAE for Neural Network: 0.3554931378454367
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Testing time for Neural Network: 0.001918792724609375 seconds
RMSE for Neural Network: 422.89026152732407
MAE for Neural Network: 337.30871165045096
Training time for Neural Network: 0.552436113357544 seconds
Testing time for Neural Network: 0.0006756782531738281 seconds
RMSE for Neural Network: 423.63678127215275
MAE for Neural Network: 338.2441664053769
Training time for Neural Network: 0.6286821365356445 seconds
Testing time for Neural Network: 0.0006558895111083984 seconds
RMSE for Neural Network: 423.8312246904724
MAE for Neural Network: 338.487666958878
Training time for Neural Network: 2.1535089015960693 seconds
Testing time for Neural Network: 0.0034029483795166016 seconds
RMSE for Neural Network: 0.21043436267553717
MAE for Neural Network: 0.17115966831340862
Training time for Neural Network: 0.9081509113311768 seconds
Testing time for Neural Network: 0.0009701251983642578 seconds
RMSE for Neural Network: 423.4262839701488
MAE for Neural Network: 337.98048999521785
Training time for Neural Network: 0.6069529056549072 seconds
Testing time for Neural Network: 0.0010428428649902344 seconds
RMSE for Neural Network: 0.3082555164515764
MAE for Neural Network: 0.24676659570977683
Training time for Neural Network: 0.6204428672790527 seconds
Testing time for Neural Network: 0.00542902946472168 seconds
RMSE for Neural Network: 422.4176708470752
MAE for Neural Network: 336.71602620681205
Training time for Neural Network: 0.6527643203735352 seconds
Testing time for Neural Network: 0.0036470890045166016 seconds
RMSE for Neural Network: 0.3270560663273918
MAE for Neural Network: 0.25207631986804135
Training time for Neural Network: 0.9495849609375 seconds
Testing time for Neural Network: 0.0019240379333496094 seconds
RMSE for Neural Network: 0.1342190312886054
MAE for Neural Network: 0.11059168096817043
Training time for Neural Network: 1.2030620574951172 seconds
Testing time for Neural Network: 0.0007770061492919922 seconds
RMSE for Neural Network: 422.6828682905992
MAE for Neural Network: 337.04866237237394
Training time for Neural Network: 1.0013360977172852 seconds
Testing time for Neural Network: 0.0028810501098632812 seconds
RMSE for Neural Network: 0.3609324567092787
MAE for Neural Network: 0.2915226194862135
Training time for Neural Network: 1.532785177230835 seconds
Testing time for Neural Network: 0.0020020008087158203 seconds
RMSE for Neural Network: 423.65792266612823
MAE for Neural Network: 338.27064474828074
Training time for Neural Network: 0.9946749210357666 seconds
Testing time for Neural Network: 0.0021610260009765625 seconds
RMSE for Neural Network: 422.2512746987577
MAE for Neural Network: 336.50725496690893
Training time for Neural Network: 0.9524049758911133 seconds
Testing time for Neural Network: 0.004139900207519531 seconds
RMSE for Neural Network: 9.685489587603758
MAE for Neural Network: 7.951869036314529
Training time for Neural Network: 1.1071622371673584 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 0.23240267239427484
MAE for Neural Network: 0.18054761278919673
Training time for Neural Network: 0.9514291286468506 seconds
Testing time for Neural Network: 0.011641740798950195 seconds
RMSE for Neural Network: 0.30237552702635123
MAE for Neural Network: 0.23745981709959427
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Testing time for Neural Network: 0.0010118484497070312 seconds
RMSE for Neural Network: 0.1994102289191621
MAE for Neural Network: 0.15638430457523264
Training time for Neural Network: 0.9362359046936035 seconds
Testing time for Neural Network: 0.0006799697875976562 seconds
RMSE for Neural Network: 422.7352355637416
MAE for Neural Network: 337.1143323084478
Training time for Neural Network: 0.9619908332824707 seconds
Testing time for Neural Network: 0.0006902217864990234 seconds
RMSE for Neural Network: 0.5627906146305507
MAE for Neural Network: 0.42852428307094775
Training time for Neural Network: 1.1982171535491943 seconds
Testing time for Neural Network: 0.003390073776245117 seconds
RMSE for Neural Network: 424.1481872137879
MAE for Neural Network: 338.8844616936294
Training time for Neural Network: 1.5573389530181885 seconds
Testing time for Neural Network: 0.008460044860839844 seconds
RMSE for Neural Network: 0.26879055567335625
MAE for Neural Network: 0.19685423624344728
Training time for Neural Network: 0.8579020500183105 seconds
Testing time for Neural Network: 0.0016770362854003906 seconds
RMSE for Neural Network: 423.75791299092066
MAE for Neural Network: 338.39586652773886
Training time for Neural Network: 2.041818141937256 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 423.514365004459
MAE for Neural Network: 338.09083250772807
Training time for Neural Network: 0.6051740646362305 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 422.2452229558086
MAE for Neural Network: 336.4996611731414
Training time for Neural Network: 0.5180506706237793 seconds
Testing time for Neural Network: 0.0019152164459228516 seconds
RMSE for Neural Network: 0.26933197405424475
MAE for Neural Network: 0.1999756230178263
Training time for Neural Network: 1.1137340068817139 seconds
Testing time for Neural Network: 0.003329038619995117 seconds
RMSE for Neural Network: 0.16050985623067623
MAE for Neural Network: 0.12437081396221317
Training time for Neural Network: 1.4397120475769043 seconds
Testing time for Neural Network: 0.0031728744506835938 seconds
RMSE for Neural Network: 423.677544670465
MAE for Neural Network: 338.2952194735132
Training time for Neural Network: 1.4100847244262695 seconds
Testing time for Neural Network: 0.0019183158874511719 seconds
RMSE for Neural Network: 422.4138394543186
MAE for Neural Network: 336.71121962770616
Training time for Neural Network: 0.49823617935180664 seconds
Testing time for Neural Network: 0.0006382465362548828 seconds
RMSE for Neural Network: 422.5149160456115
MAE for Neural Network: 336.8380143951521
Training time for Neural Network: 0.6963009834289551 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 0.32807803469797797
MAE for Neural Network: 0.27278334472034027
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Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 422.28671868479546
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Training time for Neural Network: 0.6707789897918701 seconds
Testing time for Neural Network: 0.00304412841796875 seconds
RMSE for Neural Network: 0.6269086650026555
MAE for Neural Network: 0.5162180363621113
Training time for Neural Network: 0.711320161819458 seconds
Testing time for Neural Network: 0.0052490234375 seconds
RMSE for Neural Network: 0.14284257886530996
MAE for Neural Network: 0.11201383257412338
Training time for Neural Network: 0.6041247844696045 seconds
Testing time for Neural Network: 0.0005681514739990234 seconds
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MAE for Neural Network: 335.8292354671935
Training time for Neural Network: 0.7576532363891602 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.45068376989298675
MAE for Neural Network: 0.3587076531846687
Training time for Neural Network: 0.4368319511413574 seconds
Testing time for Neural Network: 0.0014011859893798828 seconds
RMSE for Neural Network: 422.2580516385522
MAE for Neural Network: 336.5157586714547
Training time for Neural Network: 0.687777042388916 seconds
Testing time for Neural Network: 0.000614166259765625 seconds
RMSE for Neural Network: 422.08504577103986
MAE for Neural Network: 336.298646331173
Training time for Neural Network: 0.680168867111206 seconds
Testing time for Neural Network: 0.0006709098815917969 seconds
RMSE for Neural Network: 0.44499495100283276
MAE for Neural Network: 0.3468586721164806
Training time for Neural Network: 0.5714161396026611 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
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MAE for Neural Network: 337.91858315401856
Training time for Neural Network: 0.5826492309570312 seconds
Testing time for Neural Network: 0.0006227493286132812 seconds
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MAE for Neural Network: 337.72162465159926
Training time for Neural Network: 0.9487988948822021 seconds
Testing time for Neural Network: 0.0007879734039306641 seconds
RMSE for Neural Network: 1.0122156266115698
MAE for Neural Network: 0.7712205017450405
Training time for Neural Network: 0.7221558094024658 seconds
Testing time for Neural Network: 0.002315044403076172 seconds
RMSE for Neural Network: 0.2765017761513872
MAE for Neural Network: 0.22509492468624537
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Testing time for Neural Network: 0.0035181045532226562 seconds
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MAE for Neural Network: 337.76825349713545
Training time for Neural Network: 0.3087790012359619 seconds
Testing time for Neural Network: 0.0013051033020019531 seconds
RMSE for Neural Network: 424.34217732038576
MAE for Neural Network: 339.12722850523846
Training time for Neural Network: 0.7117660045623779 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
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MAE for Neural Network: 337.8445971839654
Training time for Neural Network: 0.8389120101928711 seconds
Testing time for Neural Network: 0.002866983413696289 seconds
RMSE for Neural Network: 423.7490173581558
MAE for Neural Network: 338.3847268607748
Training time for Neural Network: 1.8917272090911865 seconds
Testing time for Neural Network: 0.0008976459503173828 seconds
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MAE for Neural Network: 338.4346634155065
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Testing time for Neural Network: 0.0028228759765625 seconds
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MAE for Neural Network: 337.4014467593341
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Testing time for Neural Network: 0.0008528232574462891 seconds
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Testing time for Neural Network: 0.0006618499755859375 seconds
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Testing time for Neural Network: 0.0006670951843261719 seconds
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MAE for Neural Network: 337.71399253776707
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Testing time for Neural Network: 0.0007181167602539062 seconds
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MAE for Neural Network: 335.9761788946601
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MAE for Neural Network: 338.2599618919455
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Testing time for Neural Network: 0.0050318241119384766 seconds
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MAE for Neural Network: 336.42960545882335
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Testing time for Neural Network: 0.0008299350738525391 seconds
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MAE for Neural Network: 337.58022234431667
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Testing time for Neural Network: 0.0014569759368896484 seconds
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MAE for Neural Network: 5.6995120086332305
Training time for Neural Network: 0.6924400329589844 seconds
Testing time for Neural Network: 0.0008511543273925781 seconds
RMSE for Neural Network: 0.5007625438262807
MAE for Neural Network: 0.40382927029405763
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Testing time for Neural Network: 0.0007789134979248047 seconds
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MAE for Neural Network: 0.3876019062829165
Training time for Neural Network: 0.44699597358703613 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
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MAE for Neural Network: 338.5074534266603
Training time for Neural Network: 0.21729421615600586 seconds
Testing time for Neural Network: 0.0005848407745361328 seconds
RMSE for Neural Network: 2.3731966106274585
MAE for Neural Network: 1.9436314173336253
Training time for Neural Network: 0.4432861804962158 seconds
Testing time for Neural Network: 0.003240823745727539 seconds
RMSE for Neural Network: 424.2720412676001
MAE for Neural Network: 339.03946475597013
Training time for Neural Network: 0.6841111183166504 seconds
Testing time for Neural Network: 0.003773927688598633 seconds
RMSE for Neural Network: 0.2475228659371198
MAE for Neural Network: 0.20162526128867284
Training time for Neural Network: 0.5710539817810059 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
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MAE for Neural Network: 0.4038149876056054
Training time for Neural Network: 0.48870301246643066 seconds
Testing time for Neural Network: 0.00060272216796875 seconds
RMSE for Neural Network: 0.5208940264527882
MAE for Neural Network: 0.4125989859842258
Training time for Neural Network: 0.557520866394043 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 0.14269978693615
MAE for Neural Network: 0.10683996752436198
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Testing time for Neural Network: 0.0006172657012939453 seconds
RMSE for Neural Network: 422.17031282368197
MAE for Neural Network: 336.4056579344111
Training time for Neural Network: 0.41678690910339355 seconds
Testing time for Neural Network: 0.0017521381378173828 seconds
RMSE for Neural Network: 422.027383977698
MAE for Neural Network: 336.2262727505063
Training time for Neural Network: 0.5292739868164062 seconds
Testing time for Neural Network: 0.0006861686706542969 seconds
RMSE for Neural Network: 421.64709753405344
MAE for Neural Network: 335.748817599601
Training time for Neural Network: 0.9466879367828369 seconds
Testing time for Neural Network: 0.002895832061767578 seconds
RMSE for Neural Network: 15.401074699194186
MAE for Neural Network: 12.788273445304107
Training time for Neural Network: 0.42868709564208984 seconds
Testing time for Neural Network: 0.0008778572082519531 seconds
RMSE for Neural Network: 0.845478438382644
MAE for Neural Network: 0.6480921500239141
Training time for Neural Network: 0.7167768478393555 seconds
Testing time for Neural Network: 0.0026252269744873047 seconds
RMSE for Neural Network: 421.91933531494374
MAE for Neural Network: 336.09064130564906
Training time for Neural Network: 0.6706287860870361 seconds
Testing time for Neural Network: 0.000640869140625 seconds
RMSE for Neural Network: 0.46435627678791436
MAE for Neural Network: 0.3658414762831877
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Testing time for Neural Network: 0.002643108367919922 seconds
RMSE for Neural Network: 0.1888039406589228
MAE for Neural Network: 0.15562281702862676
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Testing time for Neural Network: 0.0007758140563964844 seconds
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MAE for Neural Network: 0.1254149321780745
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Testing time for Neural Network: 0.0006692409515380859 seconds
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MAE for Neural Network: 338.75088260646254
Training time for Neural Network: 0.5376288890838623 seconds
Testing time for Neural Network: 0.0021581649780273438 seconds
RMSE for Neural Network: 4.1083889567367455
MAE for Neural Network: 3.057244901786131
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Testing time for Neural Network: 0.0006339550018310547 seconds
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MAE for Neural Network: 338.0032630824468
Training time for Neural Network: 0.6287581920623779 seconds
Testing time for Neural Network: 0.0009489059448242188 seconds
RMSE for Neural Network: 423.68923933089394
MAE for Neural Network: 338.30986563419935
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Testing time for Neural Network: 0.0006830692291259766 seconds
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MAE for Neural Network: 0.36545691425889615
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MAE for Neural Network: 0.24901884435358085
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MAE for Neural Network: 336.45278057510245
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Testing time for Neural Network: 0.0006618499755859375 seconds
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Testing time for Neural Network: 0.0009200572967529297 seconds
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MAE for Neural Network: 0.9549213724612747
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Testing time for Neural Network: 0.0006110668182373047 seconds
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MAE for Neural Network: 0.5329289052567199
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MAE for Neural Network: 0.2355502873820069
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Testing time for Neural Network: 0.0006079673767089844 seconds
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MAE for Neural Network: 0.19816807220191934
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Testing time for Neural Network: 0.0006082057952880859 seconds
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MAE for Neural Network: 339.11659509367047
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Testing time for Neural Network: 0.0023376941680908203 seconds
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MAE for Neural Network: 339.1010602350119
Training time for Neural Network: 0.46410083770751953 seconds
Testing time for Neural Network: 0.0006341934204101562 seconds
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MAE for Neural Network: 0.2985988075848751
Training time for Neural Network: 0.40985703468322754 seconds
Testing time for Neural Network: 0.0013921260833740234 seconds
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MAE for Neural Network: 300.3303106631076
Training time for Neural Network: 0.5815191268920898 seconds
Testing time for Neural Network: 0.0006551742553710938 seconds
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MAE for Neural Network: 335.8775051780291
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Testing time for Neural Network: 0.0007638931274414062 seconds
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Testing time for Neural Network: 0.0006897449493408203 seconds
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MAE for Neural Network: 337.6562748877165
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Testing time for Neural Network: 0.0008540153503417969 seconds
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MAE for Neural Network: 336.7859888477274
Training time for Neural Network: 0.49829912185668945 seconds
Testing time for Neural Network: 0.0006158351898193359 seconds
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MAE for Neural Network: 337.1656386382277
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Testing time for Neural Network: 0.0006909370422363281 seconds
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MAE for Neural Network: 0.28824975197325986
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Testing time for Neural Network: 0.0006120204925537109 seconds
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MAE for Neural Network: 336.39446600117765
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Testing time for Neural Network: 0.0015747547149658203 seconds
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MAE for Neural Network: 336.40167027768985
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Testing time for Neural Network: 0.0008220672607421875 seconds
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MAE for Neural Network: 336.42871292089535
Training time for Neural Network: 0.47586989402770996 seconds
Testing time for Neural Network: 0.0014989376068115234 seconds
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MAE for Neural Network: 0.8561113204828424
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Testing time for Neural Network: 0.0007870197296142578 seconds
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MAE for Neural Network: 335.9106552759541
Training time for Neural Network: 0.4589369297027588 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 423.7967883540485
MAE for Neural Network: 338.44454712677043
Training time for Neural Network: 0.4654712677001953 seconds
Testing time for Neural Network: 0.0007290840148925781 seconds
RMSE for Neural Network: 0.3003432770523208
MAE for Neural Network: 0.24489673868210787
Training time for Neural Network: 0.4362616539001465 seconds
Testing time for Neural Network: 0.0006673336029052734 seconds
RMSE for Neural Network: 422.82752827140297
MAE for Neural Network: 337.230058453784
Training time for Neural Network: 0.4385697841644287 seconds
Testing time for Neural Network: 0.002315998077392578 seconds
RMSE for Neural Network: 0.28135038524594613
MAE for Neural Network: 0.2307214747748013
Training time for Neural Network: 0.43672800064086914 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 423.23406197900255
MAE for Neural Network: 337.7396406699762
Training time for Neural Network: 0.35253310203552246 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 0.400503684573356
MAE for Neural Network: 0.3125064857044716
Training time for Neural Network: 0.39101219177246094 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 423.39390792968874
MAE for Neural Network: 337.9399279940332
Training time for Neural Network: 0.2440340518951416 seconds
Testing time for Neural Network: 0.0006787776947021484 seconds
RMSE for Neural Network: 4.62667554862561
MAE for Neural Network: 3.9334489583953003
Training time for Neural Network: 0.4114561080932617 seconds
Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 422.4676250146469
MAE for Neural Network: 336.77869268431283
Training time for Neural Network: 0.43956422805786133 seconds
Testing time for Neural Network: 0.0021097660064697266 seconds
RMSE for Neural Network: 24.131177560015864
MAE for Neural Network: 20.117373207034106
Training time for Neural Network: 0.4268357753753662 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 0.2866728055371663
MAE for Neural Network: 0.21798966570736922
Training time for Neural Network: 0.39093995094299316 seconds
Testing time for Neural Network: 0.002622842788696289 seconds
RMSE for Neural Network: 0.27978308260575624
MAE for Neural Network: 0.22410753751468115
Training time for Neural Network: 0.40569496154785156 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 0.2513691369169145
MAE for Neural Network: 0.16809267927976157
Training time for Neural Network: 0.5478579998016357 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 423.94128637632497
MAE for Neural Network: 338.62546855641517
Training time for Neural Network: 0.3876640796661377 seconds
Testing time for Neural Network: 0.0018010139465332031 seconds
RMSE for Neural Network: 421.9556797663305
MAE for Neural Network: 336.1362660405814
Training time for Neural Network: 0.37183499336242676 seconds
Testing time for Neural Network: 0.0006151199340820312 seconds
RMSE for Neural Network: 10.223553081063692
MAE for Neural Network: 8.459220739801404
Training time for Neural Network: 0.3933219909667969 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.2822494714534914
MAE for Neural Network: 0.2122079860385211
Training time for Neural Network: 0.40219807624816895 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.4576698412997452
MAE for Neural Network: 0.3399298962720676
Training time for Neural Network: 0.4828929901123047 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 423.080382439494
MAE for Neural Network: 337.5470391897802
Training time for Neural Network: 0.36936211585998535 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 0.43454700981026423
MAE for Neural Network: 0.332174508296167
Training time for Neural Network: 0.43744993209838867 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 0.14527495706549018
MAE for Neural Network: 0.11659210013158987
Training time for Neural Network: 0.31911802291870117 seconds
Testing time for Neural Network: 0.0005450248718261719 seconds
RMSE for Neural Network: 14.331213021725976
MAE for Neural Network: 11.872053701488111
Training time for Neural Network: 0.4123063087463379 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
RMSE for Neural Network: 423.4244156980755
MAE for Neural Network: 337.97814939711
Training time for Neural Network: 0.23614788055419922 seconds
Testing time for Neural Network: 0.0014450550079345703 seconds
RMSE for Neural Network: 423.40792760551227
MAE for Neural Network: 337.95749262271625
Training time for Neural Network: 0.8421778678894043 seconds
Testing time for Neural Network: 0.0011472702026367188 seconds
RMSE for Neural Network: 422.02056312693793
MAE for Neural Network: 336.217711256585
Training time for Neural Network: 1.6045355796813965 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 2.4897250850255555
MAE for Neural Network: 1.4551290587080785
Training time for Neural Network: 0.6984319686889648 seconds
Testing time for Neural Network: 0.0006711483001708984 seconds
RMSE for Neural Network: 423.1009213945319
MAE for Neural Network: 337.5727822937453
Training time for Neural Network: 0.8749618530273438 seconds
Testing time for Neural Network: 0.008733034133911133 seconds
RMSE for Neural Network: 422.3912835682534
MAE for Neural Network: 336.6829221910063
Training time for Neural Network: 1.1801400184631348 seconds
Testing time for Neural Network: 0.004148960113525391 seconds
RMSE for Neural Network: 422.6761588698301
MAE for Neural Network: 337.0402482458028
Training time for Neural Network: 1.7978498935699463 seconds
Testing time for Neural Network: 0.0006880760192871094 seconds
RMSE for Neural Network: 423.32605875368625
MAE for Neural Network: 337.85491809439145
Training time for Neural Network: 1.175177812576294 seconds
Testing time for Neural Network: 0.0010716915130615234 seconds
RMSE for Neural Network: 422.94770145148107
MAE for Neural Network: 337.3807223652971
Training time for Neural Network: 0.5128183364868164 seconds
Testing time for Neural Network: 0.008710861206054688 seconds
RMSE for Neural Network: 0.3322412669050179
MAE for Neural Network: 0.25582654707623975
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Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 424.2387743663982
MAE for Neural Network: 338.9978338227875
Training time for Neural Network: 0.8940520286560059 seconds
Testing time for Neural Network: 0.004887104034423828 seconds
RMSE for Neural Network: 0.3082859308358458
MAE for Neural Network: 0.24479692962559724
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Testing time for Neural Network: 0.0005071163177490234 seconds
RMSE for Neural Network: 422.76649466797215
MAE for Neural Network: 337.15352982652144
Training time for Neural Network: 0.5152909755706787 seconds
Testing time for Neural Network: 0.001043081283569336 seconds
RMSE for Neural Network: 422.14352250930455
MAE for Neural Network: 336.3720369727577
Training time for Neural Network: 0.5048408508300781 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 0.17434630721640745
MAE for Neural Network: 0.13250684702213686
Training time for Neural Network: 0.22584128379821777 seconds
Testing time for Neural Network: 0.0005788803100585938 seconds
RMSE for Neural Network: 423.32490323553174
MAE for Neural Network: 337.85347025006394
Training time for Neural Network: 0.6564898490905762 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 0.38302250631939305
MAE for Neural Network: 0.3113061716002782
Training time for Neural Network: 0.6540758609771729 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 422.00244255586745
MAE for Neural Network: 336.19496602976784
Training time for Neural Network: 0.556699275970459 seconds
Testing time for Neural Network: 0.0014750957489013672 seconds
RMSE for Neural Network: 0.28154202245860216
MAE for Neural Network: 0.22478408445803116
Training time for Neural Network: 0.4851367473602295 seconds
Testing time for Neural Network: 0.0006742477416992188 seconds
RMSE for Neural Network: 421.69791252576425
MAE for Neural Network: 335.81263092567804
Training time for Neural Network: 0.5503668785095215 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 4.181443805397117
MAE for Neural Network: 3.386620793256078
Training time for Neural Network: 0.26088690757751465 seconds
Testing time for Neural Network: 0.0010461807250976562 seconds
RMSE for Neural Network: 423.2834780831821
MAE for Neural Network: 337.80156376019664
Training time for Neural Network: 0.5896949768066406 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 424.38677379783115
MAE for Neural Network: 339.18302940325594
Training time for Neural Network: 0.7384021282196045 seconds
Testing time for Neural Network: 0.0007159709930419922 seconds
RMSE for Neural Network: 423.8338226718852
MAE for Neural Network: 338.49091996876604
Training time for Neural Network: 0.6627330780029297 seconds
Testing time for Neural Network: 0.000759124755859375 seconds
RMSE for Neural Network: 2.5418483592267505
MAE for Neural Network: 2.085137277513594
Training time for Neural Network: 1.2122611999511719 seconds
Testing time for Neural Network: 0.0007066726684570312 seconds
RMSE for Neural Network: 0.22542693645705106
MAE for Neural Network: 0.1639002608237752
Training time for Neural Network: 0.5856420993804932 seconds
Testing time for Neural Network: 0.000705718994140625 seconds
RMSE for Neural Network: 0.3450318329246796
MAE for Neural Network: 0.2621975931767328
Training time for Neural Network: 0.260223388671875 seconds
Testing time for Neural Network: 0.0013356208801269531 seconds
RMSE for Neural Network: 1.128425577258772
MAE for Neural Network: 0.9173107177335902
Training time for Neural Network: 0.6406447887420654 seconds
Testing time for Neural Network: 0.0007443428039550781 seconds
RMSE for Neural Network: 423.2874009407114
MAE for Neural Network: 337.8064792981051
Training time for Neural Network: 0.7963371276855469 seconds
Testing time for Neural Network: 0.0021619796752929688 seconds
RMSE for Neural Network: 0.45539168196728325
MAE for Neural Network: 0.36378166221613273
Training time for Neural Network: 0.8290348052978516 seconds
Testing time for Neural Network: 0.0006930828094482422 seconds
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MAE for Neural Network: 0.2644871048253854
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Testing time for Neural Network: 0.0006918907165527344 seconds
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MAE for Neural Network: 0.2931818183941893
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Testing time for Neural Network: 0.0018038749694824219 seconds
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Training time for Neural Network: 0.9693200588226318 seconds
Testing time for Neural Network: 0.0007181167602539062 seconds
RMSE for Neural Network: 424.2400916940479
MAE for Neural Network: 338.999482390774
Training time for Neural Network: 0.4927518367767334 seconds
Testing time for Neural Network: 0.001583099365234375 seconds
RMSE for Neural Network: 421.785234272744
MAE for Neural Network: 335.9222789740985
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Testing time for Neural Network: 0.0006508827209472656 seconds
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MAE for Neural Network: 0.13681558910816444
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Testing time for Neural Network: 0.0015430450439453125 seconds
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Testing time for Neural Network: 0.005464076995849609 seconds
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Testing time for Neural Network: 0.0006530284881591797 seconds
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Testing time for Neural Network: 0.0006110668182373047 seconds
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Testing time for Neural Network: 0.0006830692291259766 seconds
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MAE for Neural Network: 0.11233280496444202
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Testing time for Neural Network: 0.0037832260131835938 seconds
RMSE for Neural Network: 0.38101671239402185
MAE for Neural Network: 0.31974806645531584
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Testing time for Neural Network: 0.0007088184356689453 seconds
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MAE for Neural Network: 337.8248773415481
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Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.3428430946535729
MAE for Neural Network: 0.26109997228321924
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Testing time for Neural Network: 0.0006961822509765625 seconds
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Testing time for Neural Network: 0.0040819644927978516 seconds
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MAE for Neural Network: 0.1882657650780678
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Testing time for Neural Network: 0.0007398128509521484 seconds
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MAE for Neural Network: 337.8230951892505
Training time for Neural Network: 0.36299705505371094 seconds
Testing time for Neural Network: 0.0005786418914794922 seconds
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Training time for Neural Network: 0.8995556831359863 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 89.87606397079145
MAE for Neural Network: 64.9787978967438
Training time for Neural Network: 0.48137807846069336 seconds
Testing time for Neural Network: 0.003834962844848633 seconds
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Testing time for Neural Network: 0.0006279945373535156 seconds
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MAE for Neural Network: 0.09681713509571693
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Testing time for Neural Network: 0.0006299018859863281 seconds
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MAE for Neural Network: 337.2026004608823
Training time for Neural Network: 1.0385968685150146 seconds
Testing time for Neural Network: 0.010766029357910156 seconds
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MAE for Neural Network: 337.9271611033856
Training time for Neural Network: 0.34555602073669434 seconds
Testing time for Neural Network: 0.002191781997680664 seconds
RMSE for Neural Network: 0.7513417041728181
MAE for Neural Network: 0.6039678184232622
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Testing time for Neural Network: 0.0010178089141845703 seconds
RMSE for Neural Network: 0.5214984652619928
MAE for Neural Network: 0.4374923442358531
Training time for Neural Network: 0.7445740699768066 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
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Training time for Neural Network: 0.6459090709686279 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
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MAE for Neural Network: 0.100330362692618
Training time for Neural Network: 0.8909049034118652 seconds
Testing time for Neural Network: 0.0007231235504150391 seconds
RMSE for Neural Network: 423.7565039920607
MAE for Neural Network: 338.3941021002166
Training time for Neural Network: 0.646881103515625 seconds
Testing time for Neural Network: 0.0020170211791992188 seconds
RMSE for Neural Network: 0.16118565783876074
MAE for Neural Network: 0.13338569042095963
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Testing time for Neural Network: 0.000675201416015625 seconds
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MAE for Neural Network: 339.04240093504734
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Testing time for Neural Network: 0.0015411376953125 seconds
RMSE for Neural Network: 422.9895070700187
MAE for Neural Network: 337.43312930412736
Training time for Neural Network: 0.37883901596069336 seconds
Testing time for Neural Network: 0.0026819705963134766 seconds
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MAE for Neural Network: 338.8250979059776
Training time for Neural Network: 0.520747184753418 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
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MAE for Neural Network: 0.6294672924367627
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Testing time for Neural Network: 0.0006079673767089844 seconds
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MAE for Neural Network: 336.93086211547853
Training time for Neural Network: 0.2916409969329834 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
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MAE for Neural Network: 0.8597200390776351
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MAE for Neural Network: 336.02872806584446
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MAE for Neural Network: 336.0392758592833
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Testing time for Neural Network: 0.0008282661437988281 seconds
RMSE for Neural Network: 0.3425672750171316
MAE for Neural Network: 0.2732026453000712
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Testing time for Neural Network: 0.0015749931335449219 seconds
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MAE for Neural Network: 7.868641159137726
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MAE for Neural Network: 335.952129597479
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MAE for Neural Network: 0.1735087087135051
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Testing time for Neural Network: 0.0007290840148925781 seconds
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Testing time for Neural Network: 0.0006890296936035156 seconds
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MAE for Neural Network: 338.2375272727768
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Testing time for Neural Network: 0.006806850433349609 seconds
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MAE for Neural Network: 336.80467967092017
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Testing time for Neural Network: 0.0010459423065185547 seconds
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MAE for Neural Network: 0.14717130176586354
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Testing time for Neural Network: 0.0006678104400634766 seconds
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MAE for Neural Network: 0.2190398433722317
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Testing time for Neural Network: 0.0008041858673095703 seconds
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Testing time for Neural Network: 0.0006730556488037109 seconds
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MAE for Neural Network: 339.05154104301505
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Testing time for Neural Network: 0.0006821155548095703 seconds
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MAE for Neural Network: 337.5300167629007
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Testing time for Neural Network: 0.0006957054138183594 seconds
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MAE for Neural Network: 0.18331251889858868
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Testing time for Neural Network: 0.0006940364837646484 seconds
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MAE for Neural Network: 338.3714066297242
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Testing time for Neural Network: 0.0011539459228515625 seconds
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MAE for Neural Network: 336.32193805484116
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Testing time for Neural Network: 0.0008089542388916016 seconds
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MAE for Neural Network: 335.9979893494707
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Testing time for Neural Network: 0.007703065872192383 seconds
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MAE for Neural Network: 0.13067190254845504
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Testing time for Neural Network: 0.0021278858184814453 seconds
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MAE for Neural Network: 0.20496999868006227
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Testing time for Neural Network: 0.0011200904846191406 seconds
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MAE for Neural Network: 338.07888656206984
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Testing time for Neural Network: 0.006044149398803711 seconds
RMSE for Neural Network: 423.57246945923913
MAE for Neural Network: 338.16361505111195
Training time for Neural Network: 0.9183530807495117 seconds
Testing time for Neural Network: 0.0006573200225830078 seconds
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MAE for Neural Network: 336.80549248506475
Training time for Neural Network: 0.988724946975708 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.17545602335710703
MAE for Neural Network: 0.12793228001304077
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Testing time for Neural Network: 0.004488945007324219 seconds
RMSE for Neural Network: 0.6959290246181107
MAE for Neural Network: 0.5645950004417863
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Testing time for Neural Network: 0.0006699562072753906 seconds
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MAE for Neural Network: 338.5941261545098
Training time for Neural Network: 0.3804199695587158 seconds
Testing time for Neural Network: 0.003724813461303711 seconds
RMSE for Neural Network: 422.1268986176401
MAE for Neural Network: 336.35117391973813
Training time for Neural Network: 0.5134170055389404 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 424.0781027971442
MAE for Neural Network: 338.7967398495206
Training time for Neural Network: 0.7779228687286377 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.5845690014553693
MAE for Neural Network: 0.4632269174938983
Training time for Neural Network: 0.4740118980407715 seconds
Testing time for Neural Network: 0.0011398792266845703 seconds
RMSE for Neural Network: 0.6753112825506769
MAE for Neural Network: 0.5278157636603896
Training time for Neural Network: 0.582305908203125 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 19.171160496258818
MAE for Neural Network: 15.846279680125384
Training time for Neural Network: 0.6528949737548828 seconds
Testing time for Neural Network: 0.0006887912750244141 seconds
RMSE for Neural Network: 0.1661961475074319
MAE for Neural Network: 0.13130793152654224
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Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 421.8455873238141
MAE for Neural Network: 335.9980553592717
Training time for Neural Network: 0.5261180400848389 seconds
Testing time for Neural Network: 0.0007078647613525391 seconds
RMSE for Neural Network: 424.3587473140719
MAE for Neural Network: 339.14796193196685
Training time for Neural Network: 0.6000659465789795 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 0.3359289428173736
MAE for Neural Network: 0.2697731680622228
Training time for Neural Network: 0.6467649936676025 seconds
Testing time for Neural Network: 0.001447916030883789 seconds
RMSE for Neural Network: 421.9865783816314
MAE for Neural Network: 336.1750526063396
Training time for Neural Network: 0.446915864944458 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 0.14178863751816145
MAE for Neural Network: 0.11605990993376515
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Testing time for Neural Network: 0.0022881031036376953 seconds
RMSE for Neural Network: 423.73272092422144
MAE for Neural Network: 338.3643191036588
Training time for Neural Network: 0.9685807228088379 seconds
Testing time for Neural Network: 0.007720232009887695 seconds
RMSE for Neural Network: 423.5353952666381
MAE for Neural Network: 338.11717599717684
Training time for Neural Network: 0.5720140933990479 seconds
Testing time for Neural Network: 0.0012879371643066406 seconds
RMSE for Neural Network: 421.7601832313829
MAE for Neural Network: 335.89082425694244
Training time for Neural Network: 0.640315055847168 seconds
Testing time for Neural Network: 0.00139617919921875 seconds
RMSE for Neural Network: 3.357881794344265
MAE for Neural Network: 2.858517940416682
Training time for Neural Network: 0.6992189884185791 seconds
Testing time for Neural Network: 0.0019121170043945312 seconds
RMSE for Neural Network: 0.18894277489722078
MAE for Neural Network: 0.13337492734253048
Training time for Neural Network: 0.22139596939086914 seconds
Testing time for Neural Network: 0.0007112026214599609 seconds
RMSE for Neural Network: 423.692020929946
MAE for Neural Network: 338.31334921983245
Training time for Neural Network: 1.1998789310455322 seconds
Testing time for Neural Network: 0.01244807243347168 seconds
RMSE for Neural Network: 0.25521309311337287
MAE for Neural Network: 0.19958264533813633
Training time for Neural Network: 1.3761210441589355 seconds
Testing time for Neural Network: 0.0024929046630859375 seconds
RMSE for Neural Network: 422.44736832775897
MAE for Neural Network: 336.7532815989887
Training time for Neural Network: 0.9541482925415039 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 0.7924252369292071
MAE for Neural Network: 0.6647972291238576
Training time for Neural Network: 1.2342650890350342 seconds
Testing time for Neural Network: 0.0020821094512939453 seconds
RMSE for Neural Network: 424.1113474074363
MAE for Neural Network: 338.83835181453367
Training time for Neural Network: 0.24878311157226562 seconds
Testing time for Neural Network: 0.0005488395690917969 seconds
RMSE for Neural Network: 0.603830960365269
MAE for Neural Network: 0.5021246364741223
Training time for Neural Network: 0.867408037185669 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 421.72955533912125
MAE for Neural Network: 335.85236564176756
Training time for Neural Network: 0.7887639999389648 seconds
Testing time for Neural Network: 0.0033380985260009766 seconds
RMSE for Neural Network: 0.684246591501835
MAE for Neural Network: 0.5656705169951782
Training time for Neural Network: 0.5994722843170166 seconds
Testing time for Neural Network: 0.004637956619262695 seconds
RMSE for Neural Network: 17.881376326037753
MAE for Neural Network: 14.83064512172823
Training time for Neural Network: 0.3938000202178955 seconds
Testing time for Neural Network: 0.0005850791931152344 seconds
RMSE for Neural Network: 423.82517054757363
MAE for Neural Network: 338.48008634234066
Training time for Neural Network: 0.44820475578308105 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 421.73176782963816
MAE for Neural Network: 335.8551438601922
Training time for Neural Network: 0.5731480121612549 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 0.5712054565097529
MAE for Neural Network: 0.4621878657896277
Training time for Neural Network: 0.25728416442871094 seconds
Testing time for Neural Network: 0.0005691051483154297 seconds
RMSE for Neural Network: 0.46868969214202416
MAE for Neural Network: 0.3765680054696675
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Testing time for Neural Network: 0.0014803409576416016 seconds
RMSE for Neural Network: 422.7976026962941
MAE for Neural Network: 337.19253625543365
Training time for Neural Network: 0.6078007221221924 seconds
Testing time for Neural Network: 0.0007920265197753906 seconds
RMSE for Neural Network: 424.33909022868386
MAE for Neural Network: 339.12336568975246
Training time for Neural Network: 0.8274970054626465 seconds
Testing time for Neural Network: 0.0008041858673095703 seconds
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MAE for Neural Network: 338.452272766363
Training time for Neural Network: 0.18167614936828613 seconds
Testing time for Neural Network: 0.0005476474761962891 seconds
RMSE for Neural Network: 422.21616936373783
MAE for Neural Network: 336.4632035346913
Training time for Neural Network: 0.7466590404510498 seconds
Testing time for Neural Network: 0.0019350051879882812 seconds
RMSE for Neural Network: 423.6453971365513
MAE for Neural Network: 338.2549573555794
Training time for Neural Network: 0.1886599063873291 seconds
Testing time for Neural Network: 0.0005838871002197266 seconds
RMSE for Neural Network: 1.535717902485939
MAE for Neural Network: 1.2483691802369854
Training time for Neural Network: 0.4195232391357422 seconds
Testing time for Neural Network: 0.002711772918701172 seconds
RMSE for Neural Network: 5.59672523373568
MAE for Neural Network: 4.5217610637052665
Training time for Neural Network: 1.1775579452514648 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 423.21791369436016
MAE for Neural Network: 337.7194044357615
Training time for Neural Network: 0.8097579479217529 seconds
Testing time for Neural Network: 0.004496097564697266 seconds
RMSE for Neural Network: 0.2837299404696396
MAE for Neural Network: 0.23020714256388522
Training time for Neural Network: 0.8057489395141602 seconds
Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 423.46026245876067
MAE for Neural Network: 338.02305770802224
Training time for Neural Network: 0.9811522960662842 seconds
Testing time for Neural Network: 0.004281044006347656 seconds
RMSE for Neural Network: 422.7502667529797
MAE for Neural Network: 337.13318095428406
Training time for Neural Network: 1.5244948863983154 seconds
Testing time for Neural Network: 0.001756906509399414 seconds
RMSE for Neural Network: 424.2791505265815
MAE for Neural Network: 339.04836119969104
Training time for Neural Network: 1.0147919654846191 seconds
Testing time for Neural Network: 0.000720977783203125 seconds
RMSE for Neural Network: 0.3359193003666377
MAE for Neural Network: 0.28130395444870815
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Testing time for Neural Network: 0.0007009506225585938 seconds
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Training time for Neural Network: 0.7876408100128174 seconds
Testing time for Neural Network: 0.0025501251220703125 seconds
RMSE for Neural Network: 424.28028799700587
MAE for Neural Network: 339.04978460907586
Training time for Neural Network: 0.8622260093688965 seconds
Testing time for Neural Network: 0.006100893020629883 seconds
RMSE for Neural Network: 421.66051907595136
MAE for Neural Network: 335.7656727660516
Training time for Neural Network: 1.205463171005249 seconds
Testing time for Neural Network: 0.003032684326171875 seconds
RMSE for Neural Network: 422.87363522571616
MAE for Neural Network: 337.28786670980406
Training time for Neural Network: 1.139185905456543 seconds
Testing time for Neural Network: 0.004500389099121094 seconds
RMSE for Neural Network: 0.4966610606888669
MAE for Neural Network: 0.4114068610865263
Training time for Neural Network: 0.8694870471954346 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 422.5359246214179
MAE for Neural Network: 336.8643662608367
Training time for Neural Network: 1.917978048324585 seconds
Testing time for Neural Network: 0.002604961395263672 seconds
RMSE for Neural Network: 18.914431252544045
MAE for Neural Network: 15.68730813203843
Training time for Neural Network: 0.8242197036743164 seconds
Testing time for Neural Network: 0.0007092952728271484 seconds
RMSE for Neural Network: 423.8547546095537
MAE for Neural Network: 338.51712905813724
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Testing time for Neural Network: 0.0026481151580810547 seconds
RMSE for Neural Network: 10.720826126490998
MAE for Neural Network: 8.915105067091655
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Testing time for Neural Network: 0.0007150173187255859 seconds
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MAE for Neural Network: 336.5115783299838
Training time for Neural Network: 0.861595869064331 seconds
Testing time for Neural Network: 0.0022542476654052734 seconds
RMSE for Neural Network: 422.31182350411643
MAE for Neural Network: 336.583228833539
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Testing time for Neural Network: 0.0013880729675292969 seconds
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MAE for Neural Network: 337.0788718383038
Training time for Neural Network: 0.4982922077178955 seconds
Testing time for Neural Network: 0.0019729137420654297 seconds
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MAE for Neural Network: 335.8174495825063
Training time for Neural Network: 0.7310976982116699 seconds
Testing time for Neural Network: 0.0014579296112060547 seconds
RMSE for Neural Network: 0.19401003720648166
MAE for Neural Network: 0.1580464083486148
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Testing time for Neural Network: 0.0008420944213867188 seconds
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MAE for Neural Network: 337.65137406504715
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Testing time for Neural Network: 0.003957986831665039 seconds
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Testing time for Neural Network: 0.0025200843811035156 seconds
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MAE for Neural Network: 337.6509010494566
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Testing time for Neural Network: 0.0006728172302246094 seconds
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Testing time for Neural Network: 0.004936933517456055 seconds
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Testing time for Neural Network: 0.0006952285766601562 seconds
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Testing time for Neural Network: 0.0016891956329345703 seconds
RMSE for Neural Network: 424.20719759256207
MAE for Neural Network: 338.9583162425338
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Testing time for Neural Network: 0.0006957054138183594 seconds
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Testing time for Neural Network: 0.0006721019744873047 seconds
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Testing time for Neural Network: 0.003776073455810547 seconds
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MAE for Neural Network: 0.35361570037390017
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Training time for Neural Network: 0.9796421527862549 seconds
Testing time for Neural Network: 0.0056610107421875 seconds
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Testing time for Neural Network: 0.0007531642913818359 seconds
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MAE for Neural Network: 337.2920462191144
Training time for Neural Network: 1.952575922012329 seconds
Testing time for Neural Network: 0.002682209014892578 seconds
RMSE for Neural Network: 0.22907738414063097
MAE for Neural Network: 0.1883511835309872
Training time for Neural Network: 0.7191228866577148 seconds
Testing time for Neural Network: 0.0017898082733154297 seconds
RMSE for Neural Network: 8.477328276761341
MAE for Neural Network: 7.040785624383425
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Testing time for Neural Network: 0.0007202625274658203 seconds
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Training time for Neural Network: 1.602630853652954 seconds
Testing time for Neural Network: 0.006356954574584961 seconds
RMSE for Neural Network: 0.12488535118459383
MAE for Neural Network: 0.09477346105236005
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Testing time for Neural Network: 0.0015463829040527344 seconds
RMSE for Neural Network: 422.8401202061684
MAE for Neural Network: 337.2458464037852
Training time for Neural Network: 1.5960078239440918 seconds
Testing time for Neural Network: 0.003759145736694336 seconds
RMSE for Neural Network: 0.4386536039672048
MAE for Neural Network: 0.34979225271469105
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Testing time for Neural Network: 0.0015361309051513672 seconds
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MAE for Neural Network: 338.0749509930211
Training time for Neural Network: 1.117368221282959 seconds
Testing time for Neural Network: 0.003281831741333008 seconds
RMSE for Neural Network: 423.33722845448455
MAE for Neural Network: 337.86891342081617
Training time for Neural Network: 0.9752011299133301 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 424.0695772812284
MAE for Neural Network: 338.7860682438378
Training time for Neural Network: 0.9170329570770264 seconds
Testing time for Neural Network: 0.0008401870727539062 seconds
RMSE for Neural Network: 423.5528456011793
MAE for Neural Network: 338.1390345368233
Training time for Neural Network: 0.7511098384857178 seconds
Testing time for Neural Network: 0.0006482601165771484 seconds
RMSE for Neural Network: 0.29528747683432505
MAE for Neural Network: 0.2250079451012165
Training time for Neural Network: 1.0326342582702637 seconds
Testing time for Neural Network: 0.006166934967041016 seconds
RMSE for Neural Network: 0.10753394193987321
MAE for Neural Network: 0.08578080740819632
Training time for Neural Network: 0.8718032836914062 seconds
Testing time for Neural Network: 0.012505769729614258 seconds
RMSE for Neural Network: 0.1730968193509202
MAE for Neural Network: 0.14539087110693624
Training time for Neural Network: 0.6471600532531738 seconds
Testing time for Neural Network: 0.0013692378997802734 seconds
RMSE for Neural Network: 423.3285396035473
MAE for Neural Network: 337.8580265488903
Training time for Neural Network: 0.8784699440002441 seconds
Testing time for Neural Network: 0.00322723388671875 seconds
RMSE for Neural Network: 0.18628066989649952
MAE for Neural Network: 0.14485460881006657
Training time for Neural Network: 1.668365240097046 seconds
Testing time for Neural Network: 0.0010118484497070312 seconds
RMSE for Neural Network: 423.63127681947344
MAE for Neural Network: 338.2372722813614
Training time for Neural Network: 1.8832597732543945 seconds
Testing time for Neural Network: 0.0019638538360595703 seconds
RMSE for Neural Network: 0.9591724520144584
MAE for Neural Network: 0.7640156850313449
Training time for Neural Network: 0.984630823135376 seconds
Testing time for Neural Network: 0.0055501461029052734 seconds
RMSE for Neural Network: 21.187071178546187
MAE for Neural Network: 17.52471387682129
Training time for Neural Network: 0.7055768966674805 seconds
Testing time for Neural Network: 0.0008611679077148438 seconds
RMSE for Neural Network: 421.74124069780197
MAE for Neural Network: 335.867038820364
Training time for Neural Network: 1.0632388591766357 seconds
Testing time for Neural Network: 0.002845287322998047 seconds
RMSE for Neural Network: 422.7998830923979
MAE for Neural Network: 337.19539558479124
Training time for Neural Network: 1.9773681163787842 seconds
Testing time for Neural Network: 0.0008020401000976562 seconds
RMSE for Neural Network: 423.7723852391529
MAE for Neural Network: 338.41398929701404
Training time for Neural Network: 0.9570989608764648 seconds
Testing time for Neural Network: 0.0035648345947265625 seconds
RMSE for Neural Network: 7.775139672267202
MAE for Neural Network: 6.331786669470664
Training time for Neural Network: 1.3477158546447754 seconds
Testing time for Neural Network: 0.0033731460571289062 seconds
RMSE for Neural Network: 3.979447601924459
MAE for Neural Network: 2.9590624258920912
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Testing time for Neural Network: 0.004857301712036133 seconds
RMSE for Neural Network: 423.7224482334348
MAE for Neural Network: 338.35145455217776
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MAE for Neural Network: 336.1032646281039
Training time for Neural Network: 1.105463981628418 seconds
Testing time for Neural Network: 0.004793882369995117 seconds
RMSE for Neural Network: 421.71857017184504
MAE for Neural Network: 335.8385714721046
Training time for Neural Network: 1.4160120487213135 seconds
Testing time for Neural Network: 0.008671045303344727 seconds
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MAE for Neural Network: 336.2798733798307
Training time for Neural Network: 1.6550757884979248 seconds
Testing time for Neural Network: 0.0014269351959228516 seconds
RMSE for Neural Network: 423.6453191058226
MAE for Neural Network: 338.254859626455
Training time for Neural Network: 1.4168827533721924 seconds
Testing time for Neural Network: 0.0014047622680664062 seconds
RMSE for Neural Network: 424.281738288219
MAE for Neural Network: 339.05159947345965
Training time for Neural Network: 1.0552971363067627 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
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Testing time for Neural Network: 0.0006389617919921875 seconds
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Testing time for Neural Network: 0.0007150173187255859 seconds
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MAE for Neural Network: 338.87736049921836
Training time for Neural Network: 0.8903958797454834 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
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MAE for Neural Network: 0.4397517785185574
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Testing time for Neural Network: 0.003582000732421875 seconds
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MAE for Neural Network: 0.2822448250570185
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Testing time for Neural Network: 0.005021810531616211 seconds
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MAE for Neural Network: 0.19847392220449733
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Testing time for Neural Network: 0.00133514404296875 seconds
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MAE for Neural Network: 337.25314145388387
Training time for Neural Network: 0.7886419296264648 seconds
Testing time for Neural Network: 0.0007190704345703125 seconds
RMSE for Neural Network: 423.51703531066204
MAE for Neural Network: 338.0941774993635
Training time for Neural Network: 0.8429160118103027 seconds
Testing time for Neural Network: 0.0007021427154541016 seconds
RMSE for Neural Network: 0.3788316424371361
MAE for Neural Network: 0.29749737309236296
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Testing time for Neural Network: 0.0006537437438964844 seconds
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MAE for Neural Network: 335.92885833200745
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Testing time for Neural Network: 0.0006430149078369141 seconds
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MAE for Neural Network: 338.6392366787529
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Testing time for Neural Network: 0.0008308887481689453 seconds
RMSE for Neural Network: 423.55156819519806
MAE for Neural Network: 338.13743445713027
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Testing time for Neural Network: 0.0005528926849365234 seconds
RMSE for Neural Network: 423.16155298006254
MAE for Neural Network: 337.6487725153711
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Testing time for Neural Network: 0.0007851123809814453 seconds
RMSE for Neural Network: 422.55313702518873
MAE for Neural Network: 336.8859558819074
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Testing time for Neural Network: 0.0013377666473388672 seconds
RMSE for Neural Network: 423.124126227168
MAE for Neural Network: 337.6018658955293
Training time for Neural Network: 0.9634809494018555 seconds
Testing time for Neural Network: 0.001992940902709961 seconds
RMSE for Neural Network: 0.2567783518981628
MAE for Neural Network: 0.19892653903469826
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Testing time for Neural Network: 0.0007102489471435547 seconds
RMSE for Neural Network: 422.3271351396128
MAE for Neural Network: 336.6024401811004
Training time for Neural Network: 1.6279199123382568 seconds
Testing time for Neural Network: 0.0010859966278076172 seconds
RMSE for Neural Network: 421.7079036409895
MAE for Neural Network: 335.82517721861865
Training time for Neural Network: 0.9590797424316406 seconds
Testing time for Neural Network: 0.0008368492126464844 seconds
RMSE for Neural Network: 0.13477289208662738
MAE for Neural Network: 0.10825062184650433
Training time for Neural Network: 0.9694521427154541 seconds
Testing time for Neural Network: 0.005018949508666992 seconds
RMSE for Neural Network: 0.5807168722078899
MAE for Neural Network: 0.47711753092421766
Training time for Neural Network: 1.1634716987609863 seconds
Testing time for Neural Network: 0.004370927810668945 seconds
RMSE for Neural Network: 423.6795096822331
MAE for Neural Network: 338.29768043132657
Training time for Neural Network: 1.3375349044799805 seconds
Testing time for Neural Network: 0.0007278919219970703 seconds
RMSE for Neural Network: 422.42927188984993
MAE for Neural Network: 336.730579855806
Training time for Neural Network: 1.0642340183258057 seconds
Testing time for Neural Network: 0.016729116439819336 seconds
RMSE for Neural Network: 422.6769687204586
MAE for Neural Network: 337.0412638644622
Training time for Neural Network: 0.9867560863494873 seconds
Testing time for Neural Network: 0.005136013031005859 seconds
RMSE for Neural Network: 421.9001015005213
MAE for Neural Network: 336.06649536481433
Training time for Neural Network: 1.1762897968292236 seconds
Testing time for Neural Network: 0.0032682418823242188 seconds
RMSE for Neural Network: 421.9646646267072
MAE for Neural Network: 336.1475447689125
Training time for Neural Network: 0.9733767509460449 seconds
Testing time for Neural Network: 0.0006811618804931641 seconds
RMSE for Neural Network: 0.5374397130604502
MAE for Neural Network: 0.4355125741824334
Training time for Neural Network: 1.2551300525665283 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 422.60295641722
MAE for Neural Network: 336.9484418026196
Training time for Neural Network: 0.6354379653930664 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 423.41884163015334
MAE for Neural Network: 337.9711660897412
Training time for Neural Network: 0.9303889274597168 seconds
Testing time for Neural Network: 0.0010051727294921875 seconds
RMSE for Neural Network: 423.94321810436816
MAE for Neural Network: 338.62788697525536
Training time for Neural Network: 3.1381680965423584 seconds
Testing time for Neural Network: 0.008191108703613281 seconds
RMSE for Neural Network: 421.78537295774134
MAE for Neural Network: 335.9224531074687
Training time for Neural Network: 1.7057220935821533 seconds
Testing time for Neural Network: 0.0008318424224853516 seconds
RMSE for Neural Network: 422.94340829689537
MAE for Neural Network: 337.3753403591212
Training time for Neural Network: 0.7333681583404541 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 0.5575025007987368
MAE for Neural Network: 0.43624906186981177
Training time for Neural Network: 1.2299630641937256 seconds
Testing time for Neural Network: 0.00913691520690918 seconds
RMSE for Neural Network: 422.41055682686914
MAE for Neural Network: 336.70710146865656
Training time for Neural Network: 0.9648551940917969 seconds
Testing time for Neural Network: 0.0025000572204589844 seconds
RMSE for Neural Network: 0.2903080490488419
MAE for Neural Network: 0.19072557274840654
Training time for Neural Network: 1.2392370700836182 seconds
Testing time for Neural Network: 0.003345966339111328 seconds
RMSE for Neural Network: 0.16980354161676933
MAE for Neural Network: 0.1317886514381678
Training time for Neural Network: 1.052567958831787 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.5315318094327429
MAE for Neural Network: 0.4192305214957422
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Testing time for Neural Network: 0.0006687641143798828 seconds
RMSE for Neural Network: 421.7403955924103
MAE for Neural Network: 335.86597763852365
Training time for Neural Network: 1.5421411991119385 seconds
Testing time for Neural Network: 0.009091854095458984 seconds
RMSE for Neural Network: 423.9657405222468
MAE for Neural Network: 338.65608336070915
Training time for Neural Network: 0.7382869720458984 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 422.1928932996699
MAE for Neural Network: 336.43399473505195
Training time for Neural Network: 1.1115570068359375 seconds
Testing time for Neural Network: 0.004842042922973633 seconds
RMSE for Neural Network: 0.35088552689969044
MAE for Neural Network: 0.27716083023658483
Training time for Neural Network: 1.130296230316162 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.1764306125726217
MAE for Neural Network: 0.13773599308203516
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Testing time for Neural Network: 0.0007398128509521484 seconds
RMSE for Neural Network: 0.37872756315741296
MAE for Neural Network: 0.306396290191876
Training time for Neural Network: 0.6537661552429199 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 423.27585225196725
MAE for Neural Network: 337.79200813558
Training time for Neural Network: 1.6706256866455078 seconds
Testing time for Neural Network: 0.0015110969543457031 seconds
RMSE for Neural Network: 424.11042137403126
MAE for Neural Network: 338.8371927322868
Training time for Neural Network: 0.5621240139007568 seconds
Testing time for Neural Network: 0.001971006393432617 seconds
RMSE for Neural Network: 0.3523029438401707
MAE for Neural Network: 0.2886371724181522
Training time for Neural Network: 0.922313928604126 seconds
Testing time for Neural Network: 0.0008418560028076172 seconds
RMSE for Neural Network: 0.7190212838530379
MAE for Neural Network: 0.5499394531596052
Training time for Neural Network: 0.34149980545043945 seconds
Testing time for Neural Network: 0.0014400482177734375 seconds
RMSE for Neural Network: 24.551663748017106
MAE for Neural Network: 20.547010822106877
Training time for Neural Network: 0.5355980396270752 seconds
Testing time for Neural Network: 0.0017077922821044922 seconds
RMSE for Neural Network: 422.2448163621007
MAE for Neural Network: 336.4991509726327
Training time for Neural Network: 1.0219628810882568 seconds
Testing time for Neural Network: 0.0006098747253417969 seconds
RMSE for Neural Network: 422.5810264207172
MAE for Neural Network: 336.920936647495
Training time for Neural Network: 0.4465200901031494 seconds
Testing time for Neural Network: 0.0024230480194091797 seconds
RMSE for Neural Network: 422.0809171481626
MAE for Neural Network: 336.2934645235803
Training time for Neural Network: 0.2793762683868408 seconds
Testing time for Neural Network: 0.003507852554321289 seconds
RMSE for Neural Network: 421.9424848191851
MAE for Neural Network: 336.11970212414917
Training time for Neural Network: 0.6372511386871338 seconds
Testing time for Neural Network: 0.002373933792114258 seconds
RMSE for Neural Network: 0.2080118099295408
MAE for Neural Network: 0.14345859298995145
Training time for Neural Network: 0.3609437942504883 seconds
Testing time for Neural Network: 0.0023260116577148438 seconds
RMSE for Neural Network: 423.45398921800023
MAE for Neural Network: 338.01519883768066
Training time for Neural Network: 0.6138076782226562 seconds
Testing time for Neural Network: 0.002361297607421875 seconds
RMSE for Neural Network: 0.40929754609994723
MAE for Neural Network: 0.30960591614633104
Training time for Neural Network: 0.6929662227630615 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 0.40648117749447116
MAE for Neural Network: 0.3160406148671103
Training time for Neural Network: 1.0163288116455078 seconds
Testing time for Neural Network: 0.0007219314575195312 seconds
RMSE for Neural Network: 421.7903970784651
MAE for Neural Network: 335.9287613888513
Training time for Neural Network: 0.5575368404388428 seconds
Testing time for Neural Network: 0.001493215560913086 seconds
RMSE for Neural Network: 422.8889257158028
MAE for Neural Network: 337.30703691696726
Training time for Neural Network: 0.5279896259307861 seconds
Testing time for Neural Network: 0.0006682872772216797 seconds
RMSE for Neural Network: 0.11249520210118762
MAE for Neural Network: 0.08072000488319885
Training time for Neural Network: 0.16089606285095215 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 424.2505011211066
MAE for Neural Network: 339.01250915290507
Training time for Neural Network: 0.5320558547973633 seconds
Testing time for Neural Network: 0.01153707504272461 seconds
RMSE for Neural Network: 7.513084863525437
MAE for Neural Network: 6.256825652608642
Training time for Neural Network: 0.27012181282043457 seconds
Testing time for Neural Network: 0.0008797645568847656 seconds
RMSE for Neural Network: 422.0811818215602
MAE for Neural Network: 336.29379671430684
Training time for Neural Network: 0.40720677375793457 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 0.4886785547867034
MAE for Neural Network: 0.3839457939207032
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Testing time for Neural Network: 0.0005750656127929688 seconds
RMSE for Neural Network: 1.1138233429977809
MAE for Neural Network: 0.898808843097236
Training time for Neural Network: 0.7110257148742676 seconds
Testing time for Neural Network: 0.0016682147979736328 seconds
RMSE for Neural Network: 423.58512938519425
MAE for Neural Network: 338.179472317452
Training time for Neural Network: 0.5647077560424805 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 0.7735716966209265
MAE for Neural Network: 0.6234116550564888
Training time for Neural Network: 0.5998659133911133 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 423.91524661235724
MAE for Neural Network: 338.5928675726264
Training time for Neural Network: 0.196929931640625 seconds
Testing time for Neural Network: 0.0007288455963134766 seconds
RMSE for Neural Network: 423.98663641681804
MAE for Neural Network: 338.6822427005667
Training time for Neural Network: 0.9214420318603516 seconds
Testing time for Neural Network: 0.005089759826660156 seconds
RMSE for Neural Network: 423.68624556307793
MAE for Neural Network: 338.30611632067087
Training time for Neural Network: 0.8291749954223633 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
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MAE for Neural Network: 337.5285419213632
Training time for Neural Network: 0.7931010723114014 seconds
Testing time for Neural Network: 0.0037980079650878906 seconds
RMSE for Neural Network: 422.53945730949965
MAE for Neural Network: 336.86879737376245
Training time for Neural Network: 1.3515658378601074 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 421.78821691725426
MAE for Neural Network: 335.9260239857508
Training time for Neural Network: 0.3383641242980957 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
RMSE for Neural Network: 1.2958042791105444
MAE for Neural Network: 1.0458712501896053
Training time for Neural Network: 1.1306700706481934 seconds
Testing time for Neural Network: 0.0026319026947021484 seconds
RMSE for Neural Network: 423.0346583194286
MAE for Neural Network: 337.4897269548723
Training time for Neural Network: 1.3296446800231934 seconds
Testing time for Neural Network: 0.0008401870727539062 seconds
RMSE for Neural Network: 424.19217903409515
MAE for Neural Network: 338.9395202898775
Training time for Neural Network: 0.9392151832580566 seconds
Testing time for Neural Network: 0.002859830856323242 seconds
RMSE for Neural Network: 423.33370727590216
MAE for Neural Network: 337.864501504076
Training time for Neural Network: 0.5887031555175781 seconds
Testing time for Neural Network: 0.0008249282836914062 seconds
RMSE for Neural Network: 424.073270599254
MAE for Neural Network: 338.7906912791239
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Testing time for Neural Network: 0.0007140636444091797 seconds
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MAE for Neural Network: 337.5888265481461
Training time for Neural Network: 0.7689881324768066 seconds
Testing time for Neural Network: 0.0032758712768554688 seconds
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MAE for Neural Network: 0.7930624022976198
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Testing time for Neural Network: 0.0006802082061767578 seconds
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MAE for Neural Network: 338.81776756318294
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MAE for Neural Network: 336.4089327128204
Training time for Neural Network: 0.6704208850860596 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.16287959641741787
MAE for Neural Network: 0.12275558122567742
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Testing time for Neural Network: 0.0006940364837646484 seconds
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MAE for Neural Network: 336.9745653610733
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Testing time for Neural Network: 0.0015141963958740234 seconds
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MAE for Neural Network: 3.15069613676007
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Testing time for Neural Network: 0.0035047531127929688 seconds
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MAE for Neural Network: 0.999414272813256
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Testing time for Neural Network: 0.0007410049438476562 seconds
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MAE for Neural Network: 336.90005235322127
Training time for Neural Network: 0.9946601390838623 seconds
Testing time for Neural Network: 0.0006899833679199219 seconds
RMSE for Neural Network: 422.5969604123844
MAE for Neural Network: 336.94092154326535
Training time for Neural Network: 0.9191040992736816 seconds
Testing time for Neural Network: 0.0006537437438964844 seconds
RMSE for Neural Network: 424.13738501114096
MAE for Neural Network: 338.870941546671
Training time for Neural Network: 0.731698751449585 seconds
Testing time for Neural Network: 0.0007870197296142578 seconds
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MAE for Neural Network: 336.1613145078966
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Testing time for Neural Network: 0.0037529468536376953 seconds
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MAE for Neural Network: 337.4336477536295
Training time for Neural Network: 0.5701460838317871 seconds
Testing time for Neural Network: 0.0007500648498535156 seconds
RMSE for Neural Network: 422.203282660209
MAE for Neural Network: 336.44703230924017
Training time for Neural Network: 0.9365780353546143 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 422.30696198232397
MAE for Neural Network: 336.5771290497596
Training time for Neural Network: 1.4467236995697021 seconds
Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 0.1622471487874788
MAE for Neural Network: 0.12625187544612496
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Testing time for Neural Network: 0.007675886154174805 seconds
RMSE for Neural Network: 422.2691204459043
MAE for Neural Network: 336.52964764311054
Training time for Neural Network: 0.6682469844818115 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
RMSE for Neural Network: 0.6160080769118809
MAE for Neural Network: 0.5052754852714216
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Testing time for Neural Network: 0.0006628036499023438 seconds
RMSE for Neural Network: 421.95060497470797
MAE for Neural Network: 336.12989557485145
Training time for Neural Network: 0.3410050868988037 seconds
Testing time for Neural Network: 0.0029659271240234375 seconds
RMSE for Neural Network: 424.05422253696537
MAE for Neural Network: 338.7668480121228
Training time for Neural Network: 0.7316701412200928 seconds
Testing time for Neural Network: 0.000823974609375 seconds
RMSE for Neural Network: 423.94563561382034
MAE for Neural Network: 338.63091355728983
Training time for Neural Network: 0.5204019546508789 seconds
Testing time for Neural Network: 0.0007538795471191406 seconds
RMSE for Neural Network: 0.38181426194338486
MAE for Neural Network: 0.3161903111261119
Training time for Neural Network: 1.0299451351165771 seconds
Testing time for Neural Network: 0.0006797313690185547 seconds
RMSE for Neural Network: 422.75182501712044
MAE for Neural Network: 337.1351349473153
Training time for Neural Network: 1.2192072868347168 seconds
Testing time for Neural Network: 0.0020437240600585938 seconds
RMSE for Neural Network: 0.4188574499934666
MAE for Neural Network: 0.32385238354452506
Training time for Neural Network: 0.5906059741973877 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 0.8961289754406516
MAE for Neural Network: 0.7293934583981785
Training time for Neural Network: 1.3140459060668945 seconds
Testing time for Neural Network: 0.0015559196472167969 seconds
RMSE for Neural Network: 0.5080558177564257
MAE for Neural Network: 0.4148636247926342
Training time for Neural Network: 0.5757768154144287 seconds
Testing time for Neural Network: 0.0007121562957763672 seconds
RMSE for Neural Network: 0.19765949191814294
MAE for Neural Network: 0.12358420123631568
Training time for Neural Network: 0.5924572944641113 seconds
Testing time for Neural Network: 0.001986980438232422 seconds
RMSE for Neural Network: 0.5380887244683767
MAE for Neural Network: 0.44531327155155936
Training time for Neural Network: 0.9313921928405762 seconds
Testing time for Neural Network: 0.008603811264038086 seconds
RMSE for Neural Network: 423.59984975640003
MAE for Neural Network: 338.19791006788205
Training time for Neural Network: 0.7649588584899902 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 421.8368432519643
MAE for Neural Network: 335.98707711074377
Training time for Neural Network: 0.3675410747528076 seconds
Testing time for Neural Network: 0.0018439292907714844 seconds
RMSE for Neural Network: 423.6259461210946
MAE for Neural Network: 338.23059572964587
Training time for Neural Network: 0.43010473251342773 seconds
Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 421.9655401759634
MAE for Neural Network: 336.1486438417253
Training time for Neural Network: 0.940544843673706 seconds
Testing time for Neural Network: 0.0011610984802246094 seconds
RMSE for Neural Network: 0.3189789022707795
MAE for Neural Network: 0.23811671315584398
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Testing time for Neural Network: 0.0006840229034423828 seconds
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MAE for Neural Network: 0.3777313029911598
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Testing time for Neural Network: 0.0007371902465820312 seconds
RMSE for Neural Network: 422.1625238762814
MAE for Neural Network: 336.39588318858836
Training time for Neural Network: 0.7861340045928955 seconds
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RMSE for Neural Network: 423.0028642631366
MAE for Neural Network: 337.4498730707364
Training time for Neural Network: 0.6425542831420898 seconds
Testing time for Neural Network: 0.0050580501556396484 seconds
RMSE for Neural Network: 5.742174665786286
MAE for Neural Network: 4.63505584425345
Training time for Neural Network: 0.44815993309020996 seconds
Testing time for Neural Network: 0.001911163330078125 seconds
RMSE for Neural Network: 422.29954532051653
MAE for Neural Network: 336.56782323709064
Training time for Neural Network: 0.7666940689086914 seconds
Testing time for Neural Network: 0.0012598037719726562 seconds
RMSE for Neural Network: 423.80218209727207
MAE for Neural Network: 338.45130109226625
Training time for Neural Network: 0.9122223854064941 seconds
Testing time for Neural Network: 0.0008959770202636719 seconds
RMSE for Neural Network: 0.31911742200448245
MAE for Neural Network: 0.24883361741410945
Training time for Neural Network: 0.9325771331787109 seconds
Testing time for Neural Network: 0.0007579326629638672 seconds
RMSE for Neural Network: 0.305463407548396
MAE for Neural Network: 0.2369359005906456
Training time for Neural Network: 0.5110659599304199 seconds
Testing time for Neural Network: 0.0006091594696044922 seconds
RMSE for Neural Network: 0.9751713679128351
MAE for Neural Network: 0.795623446379689
Training time for Neural Network: 0.8613989353179932 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 422.5788190481325
MAE for Neural Network: 336.91816805977214
Training time for Neural Network: 0.6866319179534912 seconds
Testing time for Neural Network: 0.0007429122924804688 seconds
RMSE for Neural Network: 0.22331449642209053
MAE for Neural Network: 0.17262568761023167
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Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 424.17591724313706
MAE for Neural Network: 338.91916798802515
Training time for Neural Network: 0.37752795219421387 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 0.47606853072434024
MAE for Neural Network: 0.3855948329376495
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Testing time for Neural Network: 0.0008890628814697266 seconds
RMSE for Neural Network: 0.11916903993130036
MAE for Neural Network: 0.0954563530728494
Training time for Neural Network: 0.900644063949585 seconds
Testing time for Neural Network: 0.0015790462493896484 seconds
RMSE for Neural Network: 21.76137198432185
MAE for Neural Network: 17.377236194137957
Training time for Neural Network: 0.7972180843353271 seconds
Testing time for Neural Network: 0.0010540485382080078 seconds
RMSE for Neural Network: 421.70528264126557
MAE for Neural Network: 335.8218859279249
Training time for Neural Network: 1.5011839866638184 seconds
Testing time for Neural Network: 0.0035490989685058594 seconds
RMSE for Neural Network: 424.16404056989643
MAE for Neural Network: 338.9043035625533
Training time for Neural Network: 0.6027257442474365 seconds
Testing time for Neural Network: 0.0015101432800292969 seconds
RMSE for Neural Network: 0.19539029848686923
MAE for Neural Network: 0.14518123723886253
Training time for Neural Network: 0.7198479175567627 seconds
Testing time for Neural Network: 0.0007112026214599609 seconds
RMSE for Neural Network: 424.0945419670069
MAE for Neural Network: 338.817316834373
Training time for Neural Network: 1.0154659748077393 seconds
Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 0.1131803648093892
MAE for Neural Network: 0.08214276320640464
Training time for Neural Network: 0.38205599784851074 seconds
Testing time for Neural Network: 0.0013279914855957031 seconds
RMSE for Neural Network: 2.1745076336915066
MAE for Neural Network: 1.7070547978959008
Training time for Neural Network: 0.9907078742980957 seconds
Testing time for Neural Network: 0.0007090568542480469 seconds
RMSE for Neural Network: 421.87616671295785
MAE for Neural Network: 336.0364469831478
Training time for Neural Network: 0.5764369964599609 seconds
Testing time for Neural Network: 0.0014257431030273438 seconds
RMSE for Neural Network: 0.3348939168366214
MAE for Neural Network: 0.24938637646074419
Training time for Neural Network: 0.6132259368896484 seconds
Testing time for Neural Network: 0.0006930828094482422 seconds
RMSE for Neural Network: 423.3555829763972
MAE for Neural Network: 337.89191067251625
Training time for Neural Network: 0.5744383335113525 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 422.94899656381335
MAE for Neural Network: 337.3823459444419
Training time for Neural Network: 0.7453470230102539 seconds
Testing time for Neural Network: 0.0007228851318359375 seconds
RMSE for Neural Network: 0.24128104787782154
MAE for Neural Network: 0.18838524233710607
Training time for Neural Network: 0.470505952835083 seconds
Testing time for Neural Network: 0.0011341571807861328 seconds
RMSE for Neural Network: 423.069622447191
MAE for Neural Network: 337.5335525518126
Training time for Neural Network: 0.7275302410125732 seconds
Testing time for Neural Network: 0.0022058486938476562 seconds
RMSE for Neural Network: 0.22920947219143437
MAE for Neural Network: 0.17929195840123846
Training time for Neural Network: 0.9298739433288574 seconds
Testing time for Neural Network: 0.0026123523712158203 seconds
RMSE for Neural Network: 423.9092618135792
MAE for Neural Network: 338.5853746279838
Training time for Neural Network: 0.8387458324432373 seconds
Testing time for Neural Network: 0.0025510787963867188 seconds
RMSE for Neural Network: 0.294291714951471
MAE for Neural Network: 0.23808625759108704
Training time for Neural Network: 0.6631019115447998 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 422.6565018207586
MAE for Neural Network: 337.0155963631348
Training time for Neural Network: 0.7708139419555664 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 424.19526612086736
MAE for Neural Network: 338.94338385634853
Training time for Neural Network: 0.7313849925994873 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 423.18187924233285
MAE for Neural Network: 337.67424624882324
Training time for Neural Network: 0.866060733795166 seconds
Testing time for Neural Network: 0.0007171630859375 seconds
RMSE for Neural Network: 13.786942761640088
MAE for Neural Network: 11.417420017454205
Training time for Neural Network: 2.062959909439087 seconds
Testing time for Neural Network: 0.0010211467742919922 seconds
RMSE for Neural Network: 424.0263551454957
MAE for Neural Network: 338.73196412298114
Training time for Neural Network: 0.7767050266265869 seconds
Testing time for Neural Network: 0.004477024078369141 seconds
RMSE for Neural Network: 423.61558805562703
MAE for Neural Network: 338.2176224036134
Training time for Neural Network: 0.6649060249328613 seconds
Testing time for Neural Network: 0.004228115081787109 seconds
RMSE for Neural Network: 423.90679823656643
MAE for Neural Network: 338.58229022176516
Training time for Neural Network: 1.0397369861602783 seconds
Testing time for Neural Network: 0.005423307418823242 seconds
RMSE for Neural Network: 0.14068886247270604
MAE for Neural Network: 0.10983729990080614
Training time for Neural Network: 0.5402300357818604 seconds
Testing time for Neural Network: 0.0006318092346191406 seconds
RMSE for Neural Network: 423.06722391008213
MAE for Neural Network: 337.53054618452256
Training time for Neural Network: 0.49920201301574707 seconds
Testing time for Neural Network: 0.0022847652435302734 seconds
RMSE for Neural Network: 423.0334454133586
MAE for Neural Network: 337.4882066071874
Training time for Neural Network: 0.46927523612976074 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 0.9845185523809812
MAE for Neural Network: 0.7968198390671862
Training time for Neural Network: 0.5885920524597168 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 0.6255540757638683
MAE for Neural Network: 0.5052201887886179
Training time for Neural Network: 0.7681348323822021 seconds
Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 423.36620750985105
MAE for Neural Network: 337.90522239514553
Training time for Neural Network: 0.8677709102630615 seconds
Testing time for Neural Network: 0.0008912086486816406 seconds
RMSE for Neural Network: 422.92965947414035
MAE for Neural Network: 337.35810428023046
Training time for Neural Network: 0.9783749580383301 seconds
Testing time for Neural Network: 0.001695871353149414 seconds
RMSE for Neural Network: 422.235738784798
MAE for Neural Network: 336.4877602050076
Training time for Neural Network: 1.4346578121185303 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 422.67940032539485
MAE for Neural Network: 337.0443132884368
Training time for Neural Network: 0.3627910614013672 seconds
Testing time for Neural Network: 0.0008502006530761719 seconds
RMSE for Neural Network: 0.24897211196432023
MAE for Neural Network: 0.1968431850457052
Training time for Neural Network: 0.5921630859375 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 0.5247024738199245
MAE for Neural Network: 0.4327241393631763
Training time for Neural Network: 0.9113988876342773 seconds
Testing time for Neural Network: 0.0008428096771240234 seconds
RMSE for Neural Network: 0.1950691382750837
MAE for Neural Network: 0.1496276492945285
Training time for Neural Network: 0.873136043548584 seconds
Testing time for Neural Network: 0.0007207393646240234 seconds
RMSE for Neural Network: 424.0234598901292
MAE for Neural Network: 338.72833982091686
Training time for Neural Network: 0.5593967437744141 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 423.9459781665369
MAE for Neural Network: 338.6313424126897
Training time for Neural Network: 0.49540019035339355 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 423.3221372789897
MAE for Neural Network: 337.85000454505
Training time for Neural Network: 0.7139639854431152 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
RMSE for Neural Network: 0.19595964584541414
MAE for Neural Network: 0.1525879460266245
Training time for Neural Network: 0.8001701831817627 seconds
Testing time for Neural Network: 0.003396749496459961 seconds
RMSE for Neural Network: 422.29276020726604
MAE for Neural Network: 336.5593097570026
Training time for Neural Network: 1.9336299896240234 seconds
Testing time for Neural Network: 0.0014972686767578125 seconds
RMSE for Neural Network: 0.07013478166542783
MAE for Neural Network: 0.05433102396421462
Training time for Neural Network: 1.1131057739257812 seconds
Testing time for Neural Network: 0.0007119178771972656 seconds
RMSE for Neural Network: 423.3562019665179
MAE for Neural Network: 337.89268622471485
Training time for Neural Network: 1.259944200515747 seconds
Testing time for Neural Network: 0.0007231235504150391 seconds
RMSE for Neural Network: 424.26903866227906
MAE for Neural Network: 339.03570730537075
Training time for Neural Network: 0.7614970207214355 seconds
Testing time for Neural Network: 0.0007297992706298828 seconds
RMSE for Neural Network: 422.3924408245448
MAE for Neural Network: 336.6843740454182
Training time for Neural Network: 1.7103629112243652 seconds
Testing time for Neural Network: 0.003874063491821289 seconds
RMSE for Neural Network: 424.1240087538985
MAE for Neural Network: 338.8541994163796
Training time for Neural Network: 0.9060258865356445 seconds
Testing time for Neural Network: 0.0022780895233154297 seconds
RMSE for Neural Network: 0.6959521304858648
MAE for Neural Network: 0.5561140985758104
Training time for Neural Network: 0.45996594429016113 seconds
Testing time for Neural Network: 0.0006158351898193359 seconds
RMSE for Neural Network: 1.6301102769315936
MAE for Neural Network: 1.3484908441441963
Training time for Neural Network: 1.262005090713501 seconds
Testing time for Neural Network: 0.0007150173187255859 seconds
RMSE for Neural Network: 424.22288206782724
MAE for Neural Network: 338.97794519787305
Training time for Neural Network: 0.6818051338195801 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 0.4906908667991522
MAE for Neural Network: 0.3938501210559589
Training time for Neural Network: 0.5621459484100342 seconds
Testing time for Neural Network: 0.0006167888641357422 seconds
RMSE for Neural Network: 422.09923166183177
MAE for Neural Network: 336.3164507278037
Training time for Neural Network: 0.7269580364227295 seconds
Testing time for Neural Network: 0.003414154052734375 seconds
RMSE for Neural Network: 423.08850257925684
MAE for Neural Network: 337.5572168912944
Training time for Neural Network: 1.069770336151123 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 0.16781153435310553
MAE for Neural Network: 0.13050463151334488
Training time for Neural Network: 1.3737010955810547 seconds
Testing time for Neural Network: 0.004709005355834961 seconds
RMSE for Neural Network: 422.845516619887
MAE for Neural Network: 337.2526124230584
Training time for Neural Network: 1.6186738014221191 seconds
Testing time for Neural Network: 0.0020170211791992188 seconds
RMSE for Neural Network: 423.84336526709455
MAE for Neural Network: 338.50286843921174
Training time for Neural Network: 0.6218969821929932 seconds
Testing time for Neural Network: 0.0014159679412841797 seconds
RMSE for Neural Network: 422.2011738798356
MAE for Neural Network: 336.4443860226378
Training time for Neural Network: 1.4914991855621338 seconds
Testing time for Neural Network: 0.001422882080078125 seconds
RMSE for Neural Network: 424.1713720234308
MAE for Neural Network: 338.9134793791452
Training time for Neural Network: 1.133470058441162 seconds
Testing time for Neural Network: 0.0055408477783203125 seconds
RMSE for Neural Network: 424.0561172582948
MAE for Neural Network: 338.7692197423183
Training time for Neural Network: 0.7560238838195801 seconds
Testing time for Neural Network: 0.01027989387512207 seconds
RMSE for Neural Network: 422.0344246447277
MAE for Neural Network: 336.23511007306314
Training time for Neural Network: 1.1328001022338867 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 0.22159338331137152
MAE for Neural Network: 0.16660449003338965
Training time for Neural Network: 0.8472671508789062 seconds
Testing time for Neural Network: 0.0021429061889648438 seconds
RMSE for Neural Network: 0.24039186711096805
MAE for Neural Network: 0.1935313182750445
Training time for Neural Network: 0.986346960067749 seconds
Testing time for Neural Network: 0.0026700496673583984 seconds
RMSE for Neural Network: 0.27942279246697616
MAE for Neural Network: 0.21459354486725427
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Testing time for Neural Network: 0.0019152164459228516 seconds
RMSE for Neural Network: 423.6848315764632
MAE for Neural Network: 338.30434547698985
Training time for Neural Network: 0.5489511489868164 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 423.0135585850884
MAE for Neural Network: 337.4632786059226
Training time for Neural Network: 0.7954730987548828 seconds
Testing time for Neural Network: 0.0007469654083251953 seconds
RMSE for Neural Network: 0.9849337178995897
MAE for Neural Network: 0.8108397983981668
Training time for Neural Network: 0.9002747535705566 seconds
Testing time for Neural Network: 0.0007359981536865234 seconds
RMSE for Neural Network: 0.24028137724355347
MAE for Neural Network: 0.17203966399393594
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Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 422.0199721798981
MAE for Neural Network: 336.2169694994
Training time for Neural Network: 0.6293349266052246 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 424.0160942984173
MAE for Neural Network: 338.71911945552
Training time for Neural Network: 1.0044350624084473 seconds
Testing time for Neural Network: 0.002981901168823242 seconds
RMSE for Neural Network: 423.1478869542487
MAE for Neural Network: 337.6316452800066
Training time for Neural Network: 1.5522830486297607 seconds
Testing time for Neural Network: 0.0007259845733642578 seconds
RMSE for Neural Network: 0.3900587008001285
MAE for Neural Network: 0.30189616094721566
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Testing time for Neural Network: 0.0007398128509521484 seconds
RMSE for Neural Network: 0.3739863704078241
MAE for Neural Network: 0.2885118431135069
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Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 0.608770429389822
MAE for Neural Network: 0.4705770814101682
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Testing time for Neural Network: 0.0015888214111328125 seconds
RMSE for Neural Network: 0.15883228917406864
MAE for Neural Network: 0.1244902374838864
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Testing time for Neural Network: 0.006918191909790039 seconds
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MAE for Neural Network: 338.2573376682261
Training time for Neural Network: 0.9194111824035645 seconds
Testing time for Neural Network: 0.001661062240600586 seconds
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MAE for Neural Network: 337.3837269596781
Training time for Neural Network: 0.666022777557373 seconds
Testing time for Neural Network: 0.0022461414337158203 seconds
RMSE for Neural Network: 0.22417918257359995
MAE for Neural Network: 0.1801680206758491
Training time for Neural Network: 0.14389491081237793 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
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MAE for Neural Network: 2.2300088397923448
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Testing time for Neural Network: 0.0029380321502685547 seconds
RMSE for Neural Network: 0.45979891288961316
MAE for Neural Network: 0.37485852289045807
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Testing time for Neural Network: 0.002271890640258789 seconds
RMSE for Neural Network: 3.645324510420236
MAE for Neural Network: 3.1158844905880945
Training time for Neural Network: 0.8712201118469238 seconds
Testing time for Neural Network: 0.0033159255981445312 seconds
RMSE for Neural Network: 0.23153941845421167
MAE for Neural Network: 0.1821215627931073
Training time for Neural Network: 1.0355589389801025 seconds
Testing time for Neural Network: 0.0017290115356445312 seconds
RMSE for Neural Network: 423.8209882715444
MAE for Neural Network: 338.4748495237233
Training time for Neural Network: 1.2717700004577637 seconds
Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 422.3489375321401
MAE for Neural Network: 336.6297947228767
Training time for Neural Network: 0.3551809787750244 seconds
Testing time for Neural Network: 0.0011839866638183594 seconds
RMSE for Neural Network: 4.50372400627931
MAE for Neural Network: 3.3549927973772458
Training time for Neural Network: 1.1806538105010986 seconds
Testing time for Neural Network: 0.0007369518280029297 seconds
RMSE for Neural Network: 0.22196719151463848
MAE for Neural Network: 0.17656718467262578
Training time for Neural Network: 1.0661211013793945 seconds
Testing time for Neural Network: 0.0073490142822265625 seconds
RMSE for Neural Network: 1.7942704940829775
MAE for Neural Network: 1.53348411503094
Training time for Neural Network: 0.8189373016357422 seconds
Testing time for Neural Network: 0.0009038448333740234 seconds
RMSE for Neural Network: 0.2634945948697466
MAE for Neural Network: 0.19891967892896162
Training time for Neural Network: 1.1523878574371338 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 424.33102954493063
MAE for Neural Network: 339.11327944405144
Training time for Neural Network: 0.6810710430145264 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 423.0585699428307
MAE for Neural Network: 337.5196990735674
Training time for Neural Network: 0.8148200511932373 seconds
Testing time for Neural Network: 0.0007770061492919922 seconds
RMSE for Neural Network: 423.45942848461755
MAE for Neural Network: 338.0220129416979
Training time for Neural Network: 0.9833788871765137 seconds
Testing time for Neural Network: 0.00074005126953125 seconds
RMSE for Neural Network: 0.3195760404655863
MAE for Neural Network: 0.24990723574059076
Training time for Neural Network: 1.8791720867156982 seconds
Testing time for Neural Network: 0.000720977783203125 seconds
RMSE for Neural Network: 422.1437278402038
MAE for Neural Network: 336.3722946609345
Training time for Neural Network: 0.8997089862823486 seconds
Testing time for Neural Network: 0.0018401145935058594 seconds
RMSE for Neural Network: 422.12016614050293
MAE for Neural Network: 336.34272449857497
Training time for Neural Network: 0.5935249328613281 seconds
Testing time for Neural Network: 0.002994060516357422 seconds
RMSE for Neural Network: 424.00071503102635
MAE for Neural Network: 338.69986715004796
Training time for Neural Network: 1.000169038772583 seconds
Testing time for Neural Network: 0.0006897449493408203 seconds
RMSE for Neural Network: 0.28768678608752124
MAE for Neural Network: 0.2349163003631592
Training time for Neural Network: 1.146177053451538 seconds
Testing time for Neural Network: 0.0015609264373779297 seconds
RMSE for Neural Network: 423.68629775044
MAE for Neural Network: 338.3061816788351
Training time for Neural Network: 1.2157928943634033 seconds
Testing time for Neural Network: 0.00709986686706543 seconds
RMSE for Neural Network: 423.747426174145
MAE for Neural Network: 338.38273426676346
Training time for Neural Network: 1.085994005203247 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 0.4202501536699625
MAE for Neural Network: 0.34323727234997586
Training time for Neural Network: 1.0518758296966553 seconds
Testing time for Neural Network: 0.0006897449493408203 seconds
RMSE for Neural Network: 0.15025843531603802
MAE for Neural Network: 0.10986933338295067
Training time for Neural Network: 1.8620798587799072 seconds
Testing time for Neural Network: 0.005946159362792969 seconds
RMSE for Neural Network: 12.39815225520464
MAE for Neural Network: 10.44240220560466
Training time for Neural Network: 1.596679925918579 seconds
Testing time for Neural Network: 0.0026040077209472656 seconds
RMSE for Neural Network: 423.8396789728492
MAE for Neural Network: 338.4982527760614
Training time for Neural Network: 0.9893279075622559 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 0.5574686864787979
MAE for Neural Network: 0.45120907400638666
Training time for Neural Network: 1.5661489963531494 seconds
Testing time for Neural Network: 0.00574803352355957 seconds
RMSE for Neural Network: 0.2188222355448312
MAE for Neural Network: 0.17239568786563175
Training time for Neural Network: 1.0245990753173828 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 423.9895705201923
MAE for Neural Network: 338.68591581365706
Training time for Neural Network: 2.459378957748413 seconds
Testing time for Neural Network: 0.008208990097045898 seconds
RMSE for Neural Network: 421.81934500462575
MAE for Neural Network: 335.9651075346516
Training time for Neural Network: 1.3471276760101318 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 423.9253330323513
MAE for Neural Network: 338.6054955951372
Training time for Neural Network: 0.6299540996551514 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 15.396660606974095
MAE for Neural Network: 12.640790080731849
Training time for Neural Network: 1.0547552108764648 seconds
Testing time for Neural Network: 0.0022928714752197266 seconds
RMSE for Neural Network: 422.8331342889321
MAE for Neural Network: 337.23708739289134
Training time for Neural Network: 0.5351080894470215 seconds
Testing time for Neural Network: 0.0006799697875976562 seconds
RMSE for Neural Network: 422.1180753885571
MAE for Neural Network: 336.3401005386929
Training time for Neural Network: 1.1173298358917236 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.35738185884748536
MAE for Neural Network: 0.27420341252603675
Training time for Neural Network: 1.0975818634033203 seconds
Testing time for Neural Network: 0.0054168701171875 seconds
RMSE for Neural Network: 424.1890876088012
MAE for Neural Network: 338.9356512776809
Training time for Neural Network: 1.2381279468536377 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 423.35037666008833
MAE for Neural Network: 337.88538748942244
Training time for Neural Network: 1.2033936977386475 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 422.26992185565547
MAE for Neural Network: 336.5306532317969
Training time for Neural Network: 1.317673921585083 seconds
Testing time for Neural Network: 0.0010290145874023438 seconds
RMSE for Neural Network: 423.3104513220222
MAE for Neural Network: 337.8353620613044
Training time for Neural Network: 0.5782468318939209 seconds
Testing time for Neural Network: 0.0025529861450195312 seconds
RMSE for Neural Network: 422.2282930785379
MAE for Neural Network: 336.47841704432426
Training time for Neural Network: 1.9302539825439453 seconds
Testing time for Neural Network: 0.0007369518280029297 seconds
RMSE for Neural Network: 0.19155279950000237
MAE for Neural Network: 0.1604629584219541
Training time for Neural Network: 1.0837528705596924 seconds
Testing time for Neural Network: 0.004590034484863281 seconds
RMSE for Neural Network: 423.75019950935706
MAE for Neural Network: 338.3862072320006
Training time for Neural Network: 1.075010061264038 seconds
Testing time for Neural Network: 0.0016970634460449219 seconds
RMSE for Neural Network: 422.90222861941254
MAE for Neural Network: 337.32371489698795
Training time for Neural Network: 1.5380210876464844 seconds
Testing time for Neural Network: 0.0007088184356689453 seconds
RMSE for Neural Network: 421.7450056260771
MAE for Neural Network: 335.8717663501627
Training time for Neural Network: 1.4291129112243652 seconds
Testing time for Neural Network: 0.00564885139465332 seconds
RMSE for Neural Network: 422.9682648749069
MAE for Neural Network: 337.4065007552877
Training time for Neural Network: 0.6520509719848633 seconds
Testing time for Neural Network: 0.001834869384765625 seconds
RMSE for Neural Network: 424.1374000356002
MAE for Neural Network: 338.87096035157293
Training time for Neural Network: 1.0641858577728271 seconds
Testing time for Neural Network: 0.0007221698760986328 seconds
RMSE for Neural Network: 0.1836170839724585
MAE for Neural Network: 0.15310363064608018
Training time for Neural Network: 0.752830982208252 seconds
Testing time for Neural Network: 0.001332998275756836 seconds
RMSE for Neural Network: 421.78299952119505
MAE for Neural Network: 335.91947300764645
Training time for Neural Network: 0.9234380722045898 seconds
Testing time for Neural Network: 0.0011639595031738281 seconds
RMSE for Neural Network: 422.28475331291736
MAE for Neural Network: 336.54926317136693
Training time for Neural Network: 1.3535289764404297 seconds
Testing time for Neural Network: 0.0008897781372070312 seconds
RMSE for Neural Network: 422.6868725560856
MAE for Neural Network: 337.05368399096767
Training time for Neural Network: 1.0271072387695312 seconds
Testing time for Neural Network: 0.0015978813171386719 seconds
RMSE for Neural Network: 423.796184070152
MAE for Neural Network: 338.44379044837063
Training time for Neural Network: 1.0868732929229736 seconds
Testing time for Neural Network: 0.0046689510345458984 seconds
RMSE for Neural Network: 1.2392703107230916
MAE for Neural Network: 0.9954060010758374
Training time for Neural Network: 0.8388609886169434 seconds
Testing time for Neural Network: 0.00953817367553711 seconds
RMSE for Neural Network: 423.9857589250204
MAE for Neural Network: 338.68114419297694
Training time for Neural Network: 0.7623720169067383 seconds
Testing time for Neural Network: 0.0012369155883789062 seconds
RMSE for Neural Network: 423.309010104938
MAE for Neural Network: 337.8335562028452
Training time for Neural Network: 0.7840397357940674 seconds
Testing time for Neural Network: 0.000843048095703125 seconds
RMSE for Neural Network: 422.33536712643735
MAE for Neural Network: 336.6127686028282
Training time for Neural Network: 1.510239839553833 seconds
Testing time for Neural Network: 0.005097866058349609 seconds
RMSE for Neural Network: 0.19281421826038234
MAE for Neural Network: 0.15450200084017576
Training time for Neural Network: 1.1053190231323242 seconds
Testing time for Neural Network: 0.007399082183837891 seconds
RMSE for Neural Network: 423.8399529779961
MAE for Neural Network: 338.4985958627133
Training time for Neural Network: 2.3447299003601074 seconds
Testing time for Neural Network: 0.001863241195678711 seconds
RMSE for Neural Network: 0.15175053023819235
MAE for Neural Network: 0.11138417314954908
Training time for Neural Network: 1.3069040775299072 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 423.9623495855666
MAE for Neural Network: 338.651838215523
Training time for Neural Network: 1.0798838138580322 seconds
Testing time for Neural Network: 0.002935171127319336 seconds
RMSE for Neural Network: 0.5216631827218435
MAE for Neural Network: 0.42872824198236564
Training time for Neural Network: 0.5935959815979004 seconds
Testing time for Neural Network: 0.001051187515258789 seconds
RMSE for Neural Network: 422.23173062257274
MAE for Neural Network: 336.4827306195244
Training time for Neural Network: 1.0965778827667236 seconds
Testing time for Neural Network: 0.004266977310180664 seconds
RMSE for Neural Network: 0.5034692776782507
MAE for Neural Network: 0.40871051050409646
Training time for Neural Network: 0.8789589405059814 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 19.750357029208953
MAE for Neural Network: 16.52377363559908
Training time for Neural Network: 1.6400587558746338 seconds
Testing time for Neural Network: 0.001501321792602539 seconds
RMSE for Neural Network: 0.2077558646673389
MAE for Neural Network: 0.17046491338580275
Training time for Neural Network: 1.2235362529754639 seconds
Testing time for Neural Network: 0.0007486343383789062 seconds
RMSE for Neural Network: 19.740176511821755
MAE for Neural Network: 16.55564567429758
Training time for Neural Network: 0.978503942489624 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 0.3227304814157551
MAE for Neural Network: 0.2628962728589082
Training time for Neural Network: 1.663517951965332 seconds
Testing time for Neural Network: 0.0007479190826416016 seconds
RMSE for Neural Network: 423.23334831569747
MAE for Neural Network: 337.7387463516068
Training time for Neural Network: 0.9074420928955078 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.2557922216711309
MAE for Neural Network: 0.1684777970072801
Training time for Neural Network: 1.024167776107788 seconds
Testing time for Neural Network: 0.002192258834838867 seconds
RMSE for Neural Network: 422.6187554582554
MAE for Neural Network: 336.96825685177413
Training time for Neural Network: 1.1247429847717285 seconds
Testing time for Neural Network: 0.002949953079223633 seconds
RMSE for Neural Network: 423.20506011655857
MAE for Neural Network: 337.7032966509188
Training time for Neural Network: 1.0589218139648438 seconds
Testing time for Neural Network: 0.0016179084777832031 seconds
RMSE for Neural Network: 421.8726019512522
MAE for Neural Network: 336.03197160055794
Training time for Neural Network: 1.5559759140014648 seconds
Testing time for Neural Network: 0.0007050037384033203 seconds
RMSE for Neural Network: 22.148475779732408
MAE for Neural Network: 18.601467666619797
Training time for Neural Network: 0.7026979923248291 seconds
Testing time for Neural Network: 0.001699209213256836 seconds
RMSE for Neural Network: 13.779789789928074
MAE for Neural Network: 11.353050201729848
Training time for Neural Network: 0.788358211517334 seconds
Testing time for Neural Network: 0.0006978511810302734 seconds
RMSE for Neural Network: 0.1695249180695702
MAE for Neural Network: 0.13443505420596347
Training time for Neural Network: 0.5833919048309326 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 423.3832580934591
MAE for Neural Network: 337.92658506615174
Training time for Neural Network: 1.1015632152557373 seconds
Testing time for Neural Network: 0.0006768703460693359 seconds
RMSE for Neural Network: 1.0835563041204501
MAE for Neural Network: 0.7898089424520248
Training time for Neural Network: 1.0299301147460938 seconds
Testing time for Neural Network: 0.0006778240203857422 seconds
RMSE for Neural Network: 422.78349100549605
MAE for Neural Network: 337.1748417771303
Training time for Neural Network: 1.1139898300170898 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 0.20615737875381057
MAE for Neural Network: 0.16512550177157628
Training time for Neural Network: 1.189950942993164 seconds
Testing time for Neural Network: 0.0051479339599609375 seconds
RMSE for Neural Network: 0.3907633114734278
MAE for Neural Network: 0.32135217193809196
Training time for Neural Network: 0.7684409618377686 seconds
Testing time for Neural Network: 0.0021309852600097656 seconds
RMSE for Neural Network: 423.23379383397355
MAE for Neural Network: 337.73930464744103
Training time for Neural Network: 1.1959500312805176 seconds
Testing time for Neural Network: 0.0007071495056152344 seconds
RMSE for Neural Network: 423.6273654043106
MAE for Neural Network: 338.23237334713514
Training time for Neural Network: 1.2875511646270752 seconds
Testing time for Neural Network: 0.007652997970581055 seconds
RMSE for Neural Network: 12.51764671465273
MAE for Neural Network: 10.46779165094217
Training time for Neural Network: 1.0824298858642578 seconds
Testing time for Neural Network: 0.0008349418640136719 seconds
RMSE for Neural Network: 422.95221875959896
MAE for Neural Network: 337.38638534224555
Training time for Neural Network: 0.3948040008544922 seconds
Testing time for Neural Network: 0.0018508434295654297 seconds
RMSE for Neural Network: 423.0621030728133
MAE for Neural Network: 337.5241276072427
Training time for Neural Network: 1.0856940746307373 seconds
Testing time for Neural Network: 0.0020971298217773438 seconds
RMSE for Neural Network: 0.5396196915303599
MAE for Neural Network: 0.4397385208259649
Training time for Neural Network: 0.6227560043334961 seconds
Testing time for Neural Network: 0.0027937889099121094 seconds
RMSE for Neural Network: 422.3654334254203
MAE for Neural Network: 336.6504908852528
Training time for Neural Network: 1.0354337692260742 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 0.2360260765675557
MAE for Neural Network: 0.19620312103679524
Training time for Neural Network: 0.6299540996551514 seconds
Testing time for Neural Network: 0.001955747604370117 seconds
RMSE for Neural Network: 0.16871274441563494
MAE for Neural Network: 0.13612414886426172
Training time for Neural Network: 1.1530020236968994 seconds
Testing time for Neural Network: 0.0007989406585693359 seconds
RMSE for Neural Network: 422.9444290346085
MAE for Neural Network: 337.37661998432776
Training time for Neural Network: 0.5628631114959717 seconds
Testing time for Neural Network: 0.0006709098815917969 seconds
RMSE for Neural Network: 0.9778937193638714
MAE for Neural Network: 0.8030739243164251
Training time for Neural Network: 0.8175868988037109 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 0.26854729791293824
MAE for Neural Network: 0.21434053814835416
Training time for Neural Network: 0.5885360240936279 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 423.1145995956864
MAE for Neural Network: 337.5899258740647
Training time for Neural Network: 0.40717196464538574 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 423.6670348293777
MAE for Neural Network: 338.28205696098587
Training time for Neural Network: 0.8499760627746582 seconds
Testing time for Neural Network: 0.0022950172424316406 seconds
RMSE for Neural Network: 423.317998534657
MAE for Neural Network: 337.8448187319534
Training time for Neural Network: 0.7582669258117676 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 421.7754409340401
MAE for Neural Network: 335.90998234012403
Training time for Neural Network: 0.4820132255554199 seconds
Testing time for Neural Network: 0.0006527900695800781 seconds
RMSE for Neural Network: 423.02853003421285
MAE for Neural Network: 337.48204527581237
Training time for Neural Network: 1.0627288818359375 seconds
Testing time for Neural Network: 0.001477956771850586 seconds
RMSE for Neural Network: 0.48478040622636814
MAE for Neural Network: 0.3764676244587968
Training time for Neural Network: 0.5507819652557373 seconds
Testing time for Neural Network: 0.0015261173248291016 seconds
RMSE for Neural Network: 422.04665953368254
MAE for Neural Network: 336.25046689064783
Training time for Neural Network: 0.6557531356811523 seconds
Testing time for Neural Network: 0.0007059574127197266 seconds
RMSE for Neural Network: 422.6908377215419
MAE for Neural Network: 337.05865654864493
Training time for Neural Network: 0.6677539348602295 seconds
Testing time for Neural Network: 0.0016140937805175781 seconds
RMSE for Neural Network: 0.16099479750103382
MAE for Neural Network: 0.12071936568472715
Training time for Neural Network: 0.6827902793884277 seconds
Testing time for Neural Network: 0.0020809173583984375 seconds
RMSE for Neural Network: 422.58596938585725
MAE for Neural Network: 336.927136310543
Training time for Neural Network: 0.6375720500946045 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.9107258481569842
MAE for Neural Network: 0.7226848260893205
Training time for Neural Network: 0.5960001945495605 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
RMSE for Neural Network: 421.9898849726095
MAE for Neural Network: 336.1792032232731
Training time for Neural Network: 0.6716580390930176 seconds
Testing time for Neural Network: 0.0017290115356445312 seconds
RMSE for Neural Network: 421.7826621275728
MAE for Neural Network: 335.9190493735965
Training time for Neural Network: 1.1871800422668457 seconds
Testing time for Neural Network: 0.0014889240264892578 seconds
RMSE for Neural Network: 0.40484485174093837
MAE for Neural Network: 0.3232756444990493
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Testing time for Neural Network: 0.0006792545318603516 seconds
RMSE for Neural Network: 422.7988570782079
MAE for Neural Network: 337.19410909337864
Training time for Neural Network: 1.7668390274047852 seconds
Testing time for Neural Network: 0.0032150745391845703 seconds
RMSE for Neural Network: 421.9254187108316
MAE for Neural Network: 336.0982782088434
Training time for Neural Network: 0.7019519805908203 seconds
Testing time for Neural Network: 0.0035028457641601562 seconds
RMSE for Neural Network: 0.6453666047849133
MAE for Neural Network: 0.5195438086496678
Training time for Neural Network: 1.4697351455688477 seconds
Testing time for Neural Network: 0.0105438232421875 seconds
RMSE for Neural Network: 422.01736551001807
MAE for Neural Network: 336.21369759820124
Training time for Neural Network: 0.8647580146789551 seconds
Testing time for Neural Network: 0.005321979522705078 seconds
RMSE for Neural Network: 0.6984706044531996
MAE for Neural Network: 0.553814059495504
Training time for Neural Network: 0.18129205703735352 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 0.9523516390745514
MAE for Neural Network: 0.7028262227859037
Training time for Neural Network: 0.7656211853027344 seconds
Testing time for Neural Network: 0.0007066726684570312 seconds
RMSE for Neural Network: 0.7731580736991298
MAE for Neural Network: 0.6297869462189589
Training time for Neural Network: 0.6656298637390137 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 19.901518700264905
MAE for Neural Network: 16.349013403928222
Training time for Neural Network: 1.1768581867218018 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 423.73949024565286
MAE for Neural Network: 338.3727962680869
Training time for Neural Network: 1.1550829410552979 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 0.23962207034136124
MAE for Neural Network: 0.19332443494546075
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Testing time for Neural Network: 0.0007739067077636719 seconds
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MAE for Neural Network: 336.953421656329
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Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 422.9615503145174
MAE for Neural Network: 337.3980834342403
Training time for Neural Network: 0.6051580905914307 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 421.663958409413
MAE for Neural Network: 335.7699919321762
Training time for Neural Network: 0.6473801136016846 seconds
Testing time for Neural Network: 0.006208896636962891 seconds
RMSE for Neural Network: 422.1118223927844
MAE for Neural Network: 336.33225278643164
Training time for Neural Network: 0.9132430553436279 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 0.3786291068815333
MAE for Neural Network: 0.30832450840332415
Training time for Neural Network: 1.3204269409179688 seconds
Testing time for Neural Network: 0.001209259033203125 seconds
RMSE for Neural Network: 0.6674308663142658
MAE for Neural Network: 0.5235466813065376
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Testing time for Neural Network: 0.0007159709930419922 seconds
RMSE for Neural Network: 0.4326447038532714
MAE for Neural Network: 0.34053196841170136
Training time for Neural Network: 0.7760350704193115 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 422.0700823055729
MAE for Neural Network: 336.2798656447804
Training time for Neural Network: 0.5511870384216309 seconds
Testing time for Neural Network: 0.0014920234680175781 seconds
RMSE for Neural Network: 0.19325299978129384
MAE for Neural Network: 0.1495640857911038
Training time for Neural Network: 0.8881330490112305 seconds
Testing time for Neural Network: 0.0010280609130859375 seconds
RMSE for Neural Network: 422.1233373035591
MAE for Neural Network: 336.346704394339
Training time for Neural Network: 0.7550277709960938 seconds
Testing time for Neural Network: 0.0015079975128173828 seconds
RMSE for Neural Network: 0.4887155994817798
MAE for Neural Network: 0.38951285218946596
Training time for Neural Network: 0.7349650859832764 seconds
Testing time for Neural Network: 0.0008928775787353516 seconds
RMSE for Neural Network: 423.6179837668939
MAE for Neural Network: 338.22062301309614
Training time for Neural Network: 0.501492977142334 seconds
Testing time for Neural Network: 0.0008101463317871094 seconds
RMSE for Neural Network: 0.5508429833831602
MAE for Neural Network: 0.4487323124811516
Training time for Neural Network: 1.4268898963928223 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 0.5499369822132131
MAE for Neural Network: 0.4472668234293582
Training time for Neural Network: 0.6299149990081787 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 20.398530236077693
MAE for Neural Network: 17.10948641196533
Training time for Neural Network: 0.5013651847839355 seconds
Testing time for Neural Network: 0.00072479248046875 seconds
RMSE for Neural Network: 422.39243802207017
MAE for Neural Network: 336.68437052953163
Training time for Neural Network: 0.5475409030914307 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.11960444911940014
MAE for Neural Network: 0.0779937879149925
Training time for Neural Network: 0.6643998622894287 seconds
Testing time for Neural Network: 0.0006911754608154297 seconds
RMSE for Neural Network: 0.24718549761739833
MAE for Neural Network: 0.1851606168850845
Training time for Neural Network: 0.529343843460083 seconds
Testing time for Neural Network: 0.0006668567657470703 seconds
RMSE for Neural Network: 421.83880796645997
MAE for Neural Network: 335.9895438361175
Training time for Neural Network: 0.5725841522216797 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 423.72926151558335
MAE for Neural Network: 338.35998688553605
Training time for Neural Network: 0.5188827514648438 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 0.1948546575382155
MAE for Neural Network: 0.15956756777600745
Training time for Neural Network: 0.6182529926300049 seconds
Testing time for Neural Network: 0.0014948844909667969 seconds
RMSE for Neural Network: 423.9321320485546
MAE for Neural Network: 338.614007749047
Training time for Neural Network: 0.264354944229126 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 1.3704218362560523
MAE for Neural Network: 1.0783137820963875
Training time for Neural Network: 0.5747427940368652 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 422.64840126179035
MAE for Neural Network: 337.00543727035904
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Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 423.3928879122094
MAE for Neural Network: 337.9386500465422
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Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 0.2419465337517188
MAE for Neural Network: 0.19136845723523013
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Testing time for Neural Network: 0.001081228256225586 seconds
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MAE for Neural Network: 337.36198552798794
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Testing time for Neural Network: 0.0007250308990478516 seconds
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MAE for Neural Network: 336.5291416350358
Training time for Neural Network: 0.48927903175354004 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
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MAE for Neural Network: 0.40312676514614454
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MAE for Neural Network: 0.847521986377426
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Testing time for Neural Network: 0.0006890296936035156 seconds
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MAE for Neural Network: 0.2904407623491362
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MAE for Neural Network: 335.89438611328313
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Testing time for Neural Network: 0.0005891323089599609 seconds
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MAE for Neural Network: 337.1542405011706
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MAE for Neural Network: 337.8312244466963
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MAE for Neural Network: 4.998867745609653
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Testing time for Neural Network: 0.00067901611328125 seconds
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Testing time for Neural Network: 0.0006561279296875 seconds
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Testing time for Neural Network: 0.0006971359252929688 seconds
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MAE for Neural Network: 0.25943068485169024
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Testing time for Neural Network: 0.0006210803985595703 seconds
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MAE for Neural Network: 336.5826128841629
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Testing time for Neural Network: 0.0006537437438964844 seconds
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MAE for Neural Network: 337.5187609696807
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Testing time for Neural Network: 0.001977205276489258 seconds
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Testing time for Neural Network: 0.0009307861328125 seconds
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Testing time for Neural Network: 0.0006480216979980469 seconds
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Testing time for Neural Network: 0.0019681453704833984 seconds
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MAE for Neural Network: 338.0660155619982
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Testing time for Neural Network: 0.003682851791381836 seconds
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MAE for Neural Network: 3.946409668055223
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Testing time for Neural Network: 0.0006399154663085938 seconds
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MAE for Neural Network: 339.0070249560174
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Testing time for Neural Network: 0.0005528926849365234 seconds
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MAE for Neural Network: 0.47253761607886374
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MAE for Neural Network: 336.07147946040845
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Testing time for Neural Network: 0.0006380081176757812 seconds
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MAE for Neural Network: 0.1811403565309648
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Testing time for Neural Network: 0.0006148815155029297 seconds
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MAE for Neural Network: 0.3241630111337635
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Testing time for Neural Network: 0.0007081031799316406 seconds
RMSE for Neural Network: 5.467375374332961
MAE for Neural Network: 4.199058327690969
Training time for Neural Network: 0.5211591720581055 seconds
Testing time for Neural Network: 0.0006580352783203125 seconds
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MAE for Neural Network: 336.11405582611945
Training time for Neural Network: 0.42575788497924805 seconds
Testing time for Neural Network: 0.0011899471282958984 seconds
RMSE for Neural Network: 423.2867629978645
MAE for Neural Network: 337.8056799253809
Training time for Neural Network: 0.49358201026916504 seconds
Testing time for Neural Network: 0.0014758110046386719 seconds
RMSE for Neural Network: 0.21314659760853044
MAE for Neural Network: 0.17692918851876882
Training time for Neural Network: 0.4038259983062744 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 422.3281364120382
MAE for Neural Network: 336.60369645311926
Training time for Neural Network: 0.45227813720703125 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 422.8794342427938
MAE for Neural Network: 337.295137181288
Training time for Neural Network: 0.1857748031616211 seconds
Testing time for Neural Network: 0.0005381107330322266 seconds
RMSE for Neural Network: 422.95416064663164
MAE for Neural Network: 337.3888197153771
Training time for Neural Network: 0.42287516593933105 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 0.6880427397745812
MAE for Neural Network: 0.5409296844968877
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Testing time for Neural Network: 0.0007343292236328125 seconds
RMSE for Neural Network: 0.6922397697498713
MAE for Neural Network: 0.5428012793893654
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Testing time for Neural Network: 0.0007169246673583984 seconds
RMSE for Neural Network: 423.6293179629904
MAE for Neural Network: 338.23481887355564
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Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 423.254794810265
MAE for Neural Network: 337.7656213863661
Training time for Neural Network: 0.43216896057128906 seconds
Testing time for Neural Network: 0.0006361007690429688 seconds
RMSE for Neural Network: 424.2239271658841
MAE for Neural Network: 338.9792531124638
Training time for Neural Network: 0.3429439067840576 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 0.3816515932756306
MAE for Neural Network: 0.2973267907278961
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Testing time for Neural Network: 0.0014257431030273438 seconds
RMSE for Neural Network: 0.5407682628016985
MAE for Neural Network: 0.4369654884056814
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Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 10.575453082978854
MAE for Neural Network: 9.311367270454669
Training time for Neural Network: 0.47548413276672363 seconds
Testing time for Neural Network: 0.0006947517395019531 seconds
RMSE for Neural Network: 0.44730287628284526
MAE for Neural Network: 0.37167490584065105
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Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 422.5087247892979
MAE for Neural Network: 336.8302483206003
Training time for Neural Network: 0.48207879066467285 seconds
Testing time for Neural Network: 0.0015139579772949219 seconds
RMSE for Neural Network: 424.4021887941576
MAE for Neural Network: 339.2023164925474
Training time for Neural Network: 0.37346911430358887 seconds
Testing time for Neural Network: 0.004477977752685547 seconds
RMSE for Neural Network: 0.5548136569980061
MAE for Neural Network: 0.4370322294165207
Training time for Neural Network: 0.5149250030517578 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 0.4350361516336881
MAE for Neural Network: 0.35230304305226084
Training time for Neural Network: 0.672065019607544 seconds
Testing time for Neural Network: 0.0047397613525390625 seconds
RMSE for Neural Network: 0.5786051864075843
MAE for Neural Network: 0.4556060818574235
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Testing time for Neural Network: 0.002529144287109375 seconds
RMSE for Neural Network: 422.04466295083984
MAE for Neural Network: 336.24796086508314
Training time for Neural Network: 0.4080047607421875 seconds
Testing time for Neural Network: 0.0012221336364746094 seconds
RMSE for Neural Network: 424.18710568937405
MAE for Neural Network: 338.93317083721195
Training time for Neural Network: 0.831610918045044 seconds
Testing time for Neural Network: 0.0023109912872314453 seconds
RMSE for Neural Network: 423.16925605249986
MAE for Neural Network: 337.6584264144236
Training time for Neural Network: 0.7972471714019775 seconds
Testing time for Neural Network: 0.0011649131774902344 seconds
RMSE for Neural Network: 423.3942193033907
MAE for Neural Network: 337.9403181039016
Training time for Neural Network: 1.079704999923706 seconds
Testing time for Neural Network: 0.0007221698760986328 seconds
RMSE for Neural Network: 422.5986519603456
MAE for Neural Network: 336.94304310868307
Training time for Neural Network: 0.9562420845031738 seconds
Testing time for Neural Network: 0.0012781620025634766 seconds
RMSE for Neural Network: 33.461269457441816
MAE for Neural Network: 28.747885609059225
Training time for Neural Network: 0.7391128540039062 seconds
Testing time for Neural Network: 0.0006792545318603516 seconds
RMSE for Neural Network: 421.7953817461689
MAE for Neural Network: 335.93502009024735
Training time for Neural Network: 0.6318159103393555 seconds
Testing time for Neural Network: 0.0006642341613769531 seconds
RMSE for Neural Network: 422.89025130769284
MAE for Neural Network: 337.30869883790746
Training time for Neural Network: 0.6487679481506348 seconds
Testing time for Neural Network: 0.0006811618804931641 seconds
RMSE for Neural Network: 422.3011209208251
MAE for Neural Network: 336.5698001776509
Training time for Neural Network: 0.6276059150695801 seconds
Testing time for Neural Network: 0.0019068717956542969 seconds
RMSE for Neural Network: 422.05324049880966
MAE for Neural Network: 336.2587269888837
Training time for Neural Network: 0.6131010055541992 seconds
Testing time for Neural Network: 0.0007061958312988281 seconds
RMSE for Neural Network: 422.5331292375535
MAE for Neural Network: 336.86085994653286
Training time for Neural Network: 0.6264522075653076 seconds
Testing time for Neural Network: 0.0007619857788085938 seconds
RMSE for Neural Network: 422.4764341677375
MAE for Neural Network: 336.7897431450744
Training time for Neural Network: 0.7424271106719971 seconds
Testing time for Neural Network: 0.0007801055908203125 seconds
RMSE for Neural Network: 0.3359146826902773
MAE for Neural Network: 0.2641255242401524
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Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 423.8870507878525
MAE for Neural Network: 338.5575659858482
Training time for Neural Network: 0.7943060398101807 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 422.72472494661446
MAE for Neural Network: 337.10115209211216
Training time for Neural Network: 0.8321161270141602 seconds
Testing time for Neural Network: 0.0006887912750244141 seconds
RMSE for Neural Network: 423.88371167813034
MAE for Neural Network: 338.55338528312905
Training time for Neural Network: 1.0608062744140625 seconds
Testing time for Neural Network: 0.0019130706787109375 seconds
RMSE for Neural Network: 423.1222749652676
MAE for Neural Network: 337.5995456638264
Training time for Neural Network: 0.9304838180541992 seconds
Testing time for Neural Network: 0.0008459091186523438 seconds
RMSE for Neural Network: 422.15434375068116
MAE for Neural Network: 336.3856174217424
Training time for Neural Network: 0.8130748271942139 seconds
Testing time for Neural Network: 0.004880189895629883 seconds
RMSE for Neural Network: 424.24809967785194
MAE for Neural Network: 339.0095039094142
Training time for Neural Network: 1.588926076889038 seconds
Testing time for Neural Network: 0.0007371902465820312 seconds
RMSE for Neural Network: 422.68522179792035
MAE for Neural Network: 337.051613832356
Training time for Neural Network: 1.0040037631988525 seconds
Testing time for Neural Network: 0.0014760494232177734 seconds
RMSE for Neural Network: 10.769836501532167
MAE for Neural Network: 9.04849996262123
Training time for Neural Network: 0.5854277610778809 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 423.54239563573213
MAE for Neural Network: 338.12594482159096
Training time for Neural Network: 0.7092819213867188 seconds
Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 0.2313749557244429
MAE for Neural Network: 0.18994526319091634
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Testing time for Neural Network: 0.0014901161193847656 seconds
RMSE for Neural Network: 421.7530685278391
MAE for Neural Network: 335.88189065992634
Training time for Neural Network: 0.6273059844970703 seconds
Testing time for Neural Network: 0.0019459724426269531 seconds
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MAE for Neural Network: 338.61326684981907
Training time for Neural Network: 0.563452959060669 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
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Testing time for Neural Network: 0.003509044647216797 seconds
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MAE for Neural Network: 335.9906575243107
Training time for Neural Network: 1.0544190406799316 seconds
Testing time for Neural Network: 0.0013797283172607422 seconds
RMSE for Neural Network: 0.2921521659658204
MAE for Neural Network: 0.2239023700460203
Training time for Neural Network: 0.8815460205078125 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
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MAE for Neural Network: 338.0514274039843
Training time for Neural Network: 0.34244728088378906 seconds
Testing time for Neural Network: 0.0005857944488525391 seconds
RMSE for Neural Network: 2.959379456405014
MAE for Neural Network: 2.6090438857381084
Training time for Neural Network: 0.6123812198638916 seconds
Testing time for Neural Network: 0.006128787994384766 seconds
RMSE for Neural Network: 422.91041641583365
MAE for Neural Network: 337.3339798681009
Training time for Neural Network: 0.7060642242431641 seconds
Testing time for Neural Network: 0.0006556510925292969 seconds
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MAE for Neural Network: 337.98722057776365
Training time for Neural Network: 0.900907039642334 seconds
Testing time for Neural Network: 0.006985902786254883 seconds
RMSE for Neural Network: 0.1790554206098783
MAE for Neural Network: 0.14494690132019228
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Testing time for Neural Network: 0.0019099712371826172 seconds
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MAE for Neural Network: 337.75552327051207
Training time for Neural Network: 0.40485310554504395 seconds
Testing time for Neural Network: 0.0007798671722412109 seconds
RMSE for Neural Network: 0.47678708671477354
MAE for Neural Network: 0.3847671620330511
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MAE for Neural Network: 0.35709654785252626
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RMSE for Neural Network: 0.4845609357730745
MAE for Neural Network: 0.38616379965472514
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MAE for Neural Network: 5.918202178148701
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MAE for Neural Network: 335.897873036124
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Testing time for Neural Network: 0.0008461475372314453 seconds
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MAE for Neural Network: 20.158691980536343
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Testing time for Neural Network: 0.0006549358367919922 seconds
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Testing time for Neural Network: 0.0012540817260742188 seconds
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Testing time for Neural Network: 0.0006041526794433594 seconds
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Testing time for Neural Network: 0.0006349086761474609 seconds
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MAE for Neural Network: 0.38014236525901085
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Testing time for Neural Network: 0.0007061958312988281 seconds
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Testing time for Neural Network: 0.0007541179656982422 seconds
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Testing time for Neural Network: 0.0014688968658447266 seconds
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MAE for Neural Network: 0.17630118990753033
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Testing time for Neural Network: 0.0006148815155029297 seconds
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MAE for Neural Network: 339.1817409055779
Training time for Neural Network: 0.48427867889404297 seconds
Testing time for Neural Network: 0.00864410400390625 seconds
RMSE for Neural Network: 421.9572346839025
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Training time for Neural Network: 0.7520380020141602 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 423.6238561299527
MAE for Neural Network: 338.22797806072964
Training time for Neural Network: 1.4823739528656006 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 0.10328338616684332
MAE for Neural Network: 0.07863734128915847
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Testing time for Neural Network: 0.002458810806274414 seconds
RMSE for Neural Network: 422.80333596064014
MAE for Neural Network: 337.19972502966914
Training time for Neural Network: 1.6425058841705322 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 421.6435875068392
MAE for Neural Network: 335.74440955327316
Training time for Neural Network: 1.0300250053405762 seconds
Testing time for Neural Network: 0.0007479190826416016 seconds
RMSE for Neural Network: 423.067331039184
MAE for Neural Network: 337.53068046217226
Training time for Neural Network: 0.8409988880157471 seconds
Testing time for Neural Network: 0.0006883144378662109 seconds
RMSE for Neural Network: 0.2228480170499277
MAE for Neural Network: 0.16192780904539952
Training time for Neural Network: 0.920050859451294 seconds
Testing time for Neural Network: 0.0007359981536865234 seconds
RMSE for Neural Network: 0.32014132492951025
MAE for Neural Network: 0.2523317878429905
Training time for Neural Network: 1.083441972732544 seconds
Testing time for Neural Network: 0.0007948875427246094 seconds
RMSE for Neural Network: 422.7082102769075
MAE for Neural Network: 337.08044247055454
Training time for Neural Network: 1.2099828720092773 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 422.3274875187237
MAE for Neural Network: 336.6028823027459
Training time for Neural Network: 0.5409998893737793 seconds
Testing time for Neural Network: 0.0009682178497314453 seconds
RMSE for Neural Network: 423.4018989995662
MAE for Neural Network: 337.9499396908917
Training time for Neural Network: 0.5503590106964111 seconds
Testing time for Neural Network: 0.000843048095703125 seconds
RMSE for Neural Network: 422.15118723454196
MAE for Neural Network: 336.3816560756128
Training time for Neural Network: 0.7258689403533936 seconds
Testing time for Neural Network: 0.0007402896881103516 seconds
RMSE for Neural Network: 10.283245159178108
MAE for Neural Network: 8.65453863314074
Training time for Neural Network: 0.616239070892334 seconds
Testing time for Neural Network: 0.0006577968597412109 seconds
RMSE for Neural Network: 6.837140005960653
MAE for Neural Network: 5.715623669950089
Training time for Neural Network: 1.226337194442749 seconds
Testing time for Neural Network: 0.0007321834564208984 seconds
RMSE for Neural Network: 422.2618187696916
MAE for Neural Network: 336.52048563397506
Training time for Neural Network: 1.235339879989624 seconds
Testing time for Neural Network: 0.0017871856689453125 seconds
RMSE for Neural Network: 423.31003663492424
MAE for Neural Network: 337.83484245485903
Training time for Neural Network: 1.5673489570617676 seconds
Testing time for Neural Network: 0.0007047653198242188 seconds
RMSE for Neural Network: 423.3153789819723
MAE for Neural Network: 337.84153643874123
Training time for Neural Network: 0.6521649360656738 seconds
Testing time for Neural Network: 0.0007390975952148438 seconds
RMSE for Neural Network: 421.71140140413104
MAE for Neural Network: 335.82956947665383
Training time for Neural Network: 1.439789056777954 seconds
Testing time for Neural Network: 0.00864100456237793 seconds
RMSE for Neural Network: 0.1218093047670372
MAE for Neural Network: 0.09777160695291533
Training time for Neural Network: 0.9503641128540039 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 424.24450617929057
MAE for Neural Network: 339.0050068715043
Training time for Neural Network: 0.603341817855835 seconds
Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 0.3841987573151252
MAE for Neural Network: 0.31703202363853655
Training time for Neural Network: 0.8217689990997314 seconds
Testing time for Neural Network: 0.0024590492248535156 seconds
RMSE for Neural Network: 0.44670406382570843
MAE for Neural Network: 0.35859483348764487
Training time for Neural Network: 0.8325481414794922 seconds
Testing time for Neural Network: 0.0020537376403808594 seconds
RMSE for Neural Network: 0.4244842955392932
MAE for Neural Network: 0.33890497536215386
Training time for Neural Network: 0.9655489921569824 seconds
Testing time for Neural Network: 0.0006883144378662109 seconds
RMSE for Neural Network: 422.33897747303166
MAE for Neural Network: 336.617298357652
Training time for Neural Network: 1.6915130615234375 seconds
Testing time for Neural Network: 0.015332221984863281 seconds
RMSE for Neural Network: 423.0117634122048
MAE for Neural Network: 337.4610283362238
Training time for Neural Network: 0.8917338848114014 seconds
Testing time for Neural Network: 0.00202178955078125 seconds
RMSE for Neural Network: 0.2427813453362619
MAE for Neural Network: 0.1908306715715629
Training time for Neural Network: 0.8132731914520264 seconds
Testing time for Neural Network: 0.0007441043853759766 seconds
RMSE for Neural Network: 423.6621557503988
MAE for Neural Network: 338.27594634516026
Training time for Neural Network: 0.9321925640106201 seconds
Testing time for Neural Network: 0.0009131431579589844 seconds
RMSE for Neural Network: 0.10928067092716695
MAE for Neural Network: 0.06188620058400053
Training time for Neural Network: 0.8783209323883057 seconds
Testing time for Neural Network: 0.0014600753784179688 seconds
RMSE for Neural Network: 423.07795963633805
MAE for Neural Network: 337.5440024510663
Training time for Neural Network: 1.5428948402404785 seconds
Testing time for Neural Network: 0.00257110595703125 seconds
RMSE for Neural Network: 421.7211756703733
MAE for Neural Network: 335.84184323791516
Training time for Neural Network: 1.063581943511963 seconds
Testing time for Neural Network: 0.003450155258178711 seconds
RMSE for Neural Network: 0.6655660667448021
MAE for Neural Network: 0.5213369238706279
Training time for Neural Network: 1.3095858097076416 seconds
Testing time for Neural Network: 0.0006570816040039062 seconds
RMSE for Neural Network: 423.29501537383544
MAE for Neural Network: 337.81602049188564
Training time for Neural Network: 0.9978129863739014 seconds
Testing time for Neural Network: 0.0030050277709960938 seconds
RMSE for Neural Network: 0.574712518704062
MAE for Neural Network: 0.40599856559706465
Training time for Neural Network: 0.9221189022064209 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 422.0544758955594
MAE for Neural Network: 336.26027758882526
Training time for Neural Network: 1.7139902114868164 seconds
Testing time for Neural Network: 0.0008738040924072266 seconds
RMSE for Neural Network: 421.9953519230324
MAE for Neural Network: 336.18606560249117
Training time for Neural Network: 0.7448766231536865 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 0.9532180840899944
MAE for Neural Network: 0.733979310262332
Training time for Neural Network: 1.1521782875061035 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 422.62205246240376
MAE for Neural Network: 336.9723918782862
Training time for Neural Network: 1.162674903869629 seconds
Testing time for Neural Network: 0.0007779598236083984 seconds
RMSE for Neural Network: 0.13320720148549123
MAE for Neural Network: 0.1041879646712805
Training time for Neural Network: 1.105813980102539 seconds
Testing time for Neural Network: 0.001889944076538086 seconds
RMSE for Neural Network: 422.73202285119964
MAE for Neural Network: 337.1103036166437
Training time for Neural Network: 0.8248240947723389 seconds
Testing time for Neural Network: 0.0016608238220214844 seconds
RMSE for Neural Network: 21.637244519934967
MAE for Neural Network: 18.009980995155917
Training time for Neural Network: 0.739738941192627 seconds
Testing time for Neural Network: 0.0007200241088867188 seconds
RMSE for Neural Network: 0.5547783109353285
MAE for Neural Network: 0.43987326386987013
Training time for Neural Network: 1.159595012664795 seconds
Testing time for Neural Network: 0.0007200241088867188 seconds
RMSE for Neural Network: 0.3904768835795199
MAE for Neural Network: 0.29807467391203124
Training time for Neural Network: 0.9021611213684082 seconds
Testing time for Neural Network: 0.0035169124603271484 seconds
RMSE for Neural Network: 16.92163948728822
MAE for Neural Network: 13.9270115522662
Training time for Neural Network: 0.5707571506500244 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 423.4081712434674
MAE for Neural Network: 337.957797862952
Training time for Neural Network: 1.2798669338226318 seconds
Testing time for Neural Network: 0.0017290115356445312 seconds
RMSE for Neural Network: 0.206767603392443
MAE for Neural Network: 0.14668269724186594
Training time for Neural Network: 1.0288100242614746 seconds
Testing time for Neural Network: 0.015316963195800781 seconds
RMSE for Neural Network: 0.31976146317640186
MAE for Neural Network: 0.2669751605545059
Training time for Neural Network: 1.1586408615112305 seconds
Testing time for Neural Network: 0.0012989044189453125 seconds
RMSE for Neural Network: 422.5153837805146
MAE for Neural Network: 336.8386011012307
Training time for Neural Network: 0.8906009197235107 seconds
Testing time for Neural Network: 0.0010640621185302734 seconds
RMSE for Neural Network: 422.8812757461068
MAE for Neural Network: 337.29744593947544
Training time for Neural Network: 1.7345621585845947 seconds
Testing time for Neural Network: 0.0024039745330810547 seconds
RMSE for Neural Network: 0.18881392977234135
MAE for Neural Network: 0.1474358550582194
Training time for Neural Network: 1.4735889434814453 seconds
Testing time for Neural Network: 0.0008766651153564453 seconds
RMSE for Neural Network: 422.8089252667397
MAE for Neural Network: 337.2067332451326
Training time for Neural Network: 0.980219841003418 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 0.15116939843135335
MAE for Neural Network: 0.11245704008416223
Training time for Neural Network: 0.788398265838623 seconds
Testing time for Neural Network: 0.0015337467193603516 seconds
RMSE for Neural Network: 0.37337724051379856
MAE for Neural Network: 0.2995191961589449
Training time for Neural Network: 1.7938721179962158 seconds
Testing time for Neural Network: 0.001577138900756836 seconds
RMSE for Neural Network: 421.70302713834104
MAE for Neural Network: 335.8190535962469
Training time for Neural Network: 0.7933697700500488 seconds
Testing time for Neural Network: 0.0010421276092529297 seconds
RMSE for Neural Network: 423.7450001251252
MAE for Neural Network: 338.3796961871101
Training time for Neural Network: 0.9717588424682617 seconds
Testing time for Neural Network: 0.003587961196899414 seconds
RMSE for Neural Network: 423.58950002739317
MAE for Neural Network: 338.18494672899834
Training time for Neural Network: 0.7440111637115479 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 421.7312889017725
MAE for Neural Network: 335.854542472465
Training time for Neural Network: 0.4366300106048584 seconds
Testing time for Neural Network: 0.0032732486724853516 seconds
RMSE for Neural Network: 422.02121604651205
MAE for Neural Network: 336.21853080104813
Training time for Neural Network: 0.958712100982666 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 0.19728662868642513
MAE for Neural Network: 0.12365326200793067
Training time for Neural Network: 0.976362943649292 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 422.95401619618286
MAE for Neural Network: 337.3886386307628
Training time for Neural Network: 0.8260481357574463 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 0.1518486943936807
MAE for Neural Network: 0.11620046534131641
Training time for Neural Network: 1.1468908786773682 seconds
Testing time for Neural Network: 0.005807161331176758 seconds
RMSE for Neural Network: 0.2448813425112034
MAE for Neural Network: 0.14566520934780472
Training time for Neural Network: 1.3193106651306152 seconds
Testing time for Neural Network: 0.0019168853759765625 seconds
RMSE for Neural Network: 0.3171973911098892
MAE for Neural Network: 0.2485486431864522
Training time for Neural Network: 1.3461251258850098 seconds
Testing time for Neural Network: 0.0010728836059570312 seconds
RMSE for Neural Network: 422.59149536543384
MAE for Neural Network: 336.9340671642332
Training time for Neural Network: 0.13014483451843262 seconds
Testing time for Neural Network: 0.0005388259887695312 seconds
RMSE for Neural Network: 1.646494137896517
MAE for Neural Network: 1.2546598024227709
Training time for Neural Network: 0.11540079116821289 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 15.87293192693435
MAE for Neural Network: 12.391316405632805
Training time for Neural Network: 0.06900978088378906 seconds
Testing time for Neural Network: 0.0005528926849365234 seconds
RMSE for Neural Network: 422.1547641883246
MAE for Neural Network: 336.3861450588275
Training time for Neural Network: 0.06281900405883789 seconds
Testing time for Neural Network: 0.0005319118499755859 seconds
RMSE for Neural Network: 423.4130724616879
MAE for Neural Network: 337.963938301241
Training time for Neural Network: 1.2480778694152832 seconds
Testing time for Neural Network: 0.0017101764678955078 seconds
RMSE for Neural Network: 0.39754134588827955
MAE for Neural Network: 0.31810253344026423
Training time for Neural Network: 2.011281967163086 seconds
Testing time for Neural Network: 0.003635883331298828 seconds
RMSE for Neural Network: 422.08360422569524
MAE for Neural Network: 336.29683706034456
Training time for Neural Network: 1.1749191284179688 seconds
Testing time for Neural Network: 0.004004955291748047 seconds
RMSE for Neural Network: 0.1464391094408952
MAE for Neural Network: 0.11149469759349977
Training time for Neural Network: 1.556082010269165 seconds
Testing time for Neural Network: 0.0007469654083251953 seconds
RMSE for Neural Network: 422.787813143689
MAE for Neural Network: 337.18026128980534
Training time for Neural Network: 1.488090991973877 seconds
Testing time for Neural Network: 0.0015168190002441406 seconds
RMSE for Neural Network: 423.5788960517711
MAE for Neural Network: 338.17166475190623
Training time for Neural Network: 1.0319788455963135 seconds
Testing time for Neural Network: 0.004815101623535156 seconds
RMSE for Neural Network: 0.5684461493974033
MAE for Neural Network: 0.4500118396272186
Training time for Neural Network: 1.1437289714813232 seconds
Testing time for Neural Network: 0.0033829212188720703 seconds
RMSE for Neural Network: 0.20203621802918925
MAE for Neural Network: 0.1619922434141831
Training time for Neural Network: 1.0564837455749512 seconds
Testing time for Neural Network: 0.0010979175567626953 seconds
RMSE for Neural Network: 0.9684371338093931
MAE for Neural Network: 0.7585115347026329
Training time for Neural Network: 1.0773200988769531 seconds
Testing time for Neural Network: 0.0007297992706298828 seconds
RMSE for Neural Network: 0.14904723403165596
MAE for Neural Network: 0.11616969163557736
Training time for Neural Network: 1.5325891971588135 seconds
Testing time for Neural Network: 0.002789735794067383 seconds
RMSE for Neural Network: 422.1369306205296
MAE for Neural Network: 336.3637641815188
Training time for Neural Network: 1.0787630081176758 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.8960940912082261
MAE for Neural Network: 0.728901842072338
Training time for Neural Network: 1.1701061725616455 seconds
Testing time for Neural Network: 0.005154848098754883 seconds
RMSE for Neural Network: 422.3475578482135
MAE for Neural Network: 336.62806371571077
Training time for Neural Network: 1.0247299671173096 seconds
Testing time for Neural Network: 0.0015330314636230469 seconds
RMSE for Neural Network: 424.38109575114953
MAE for Neural Network: 339.1759249881761
Training time for Neural Network: 2.0021610260009766 seconds
Testing time for Neural Network: 0.0026111602783203125 seconds
RMSE for Neural Network: 423.80306382411646
MAE for Neural Network: 338.45240517293803
Training time for Neural Network: 1.4384377002716064 seconds
Testing time for Neural Network: 0.0010161399841308594 seconds
RMSE for Neural Network: 1.8087258911978394
MAE for Neural Network: 0.9548661596422308
Training time for Neural Network: 1.8421339988708496 seconds
Testing time for Neural Network: 0.0051648616790771484 seconds
RMSE for Neural Network: 0.17792197492737752
MAE for Neural Network: 0.13595947602770797
Training time for Neural Network: 0.8114790916442871 seconds
Testing time for Neural Network: 0.0033385753631591797 seconds
RMSE for Neural Network: 423.2370289509917
MAE for Neural Network: 337.7433586851133
Training time for Neural Network: 1.032505750656128 seconds
Testing time for Neural Network: 0.0015668869018554688 seconds
RMSE for Neural Network: 422.0054305732247
MAE for Neural Network: 336.19871667502144
Training time for Neural Network: 0.779109001159668 seconds
Testing time for Neural Network: 0.004224061965942383 seconds
RMSE for Neural Network: 423.7161906811833
MAE for Neural Network: 338.3436180955854
Training time for Neural Network: 1.1421048641204834 seconds
Testing time for Neural Network: 0.0029642581939697266 seconds
RMSE for Neural Network: 421.6899901344135
MAE for Neural Network: 335.8026823004846
Training time for Neural Network: 0.92677903175354 seconds
Testing time for Neural Network: 0.0015480518341064453 seconds
RMSE for Neural Network: 0.2472898379527514
MAE for Neural Network: 0.1938400046578441
Training time for Neural Network: 1.161620855331421 seconds
Testing time for Neural Network: 0.005058765411376953 seconds
RMSE for Neural Network: 0.3804065067373497
MAE for Neural Network: 0.31508447983150994
Training time for Neural Network: 1.783503770828247 seconds
Testing time for Neural Network: 0.0015180110931396484 seconds
RMSE for Neural Network: 422.2658012720998
MAE for Neural Network: 336.5254828160967
Training time for Neural Network: 0.6246106624603271 seconds
Testing time for Neural Network: 0.0006992816925048828 seconds
RMSE for Neural Network: 0.14368931591365494
MAE for Neural Network: 0.1067524280537573

Optimal alpha for Lasso: 0.13833569499459486
RMSE for Lasso on test set: 0.0007098423289811875
MAE for Lasso on test set: 0.0005498645150159209
Training time for Lasso: 0.006005764007568359 seconds
Testing time for Lasso: 0.0006442070007324219 seconds

Optimal alpha for Ridge: 1.0022757656713566e-05
RMSE for Ridge on test set: 1.6636764835770702e-10
MAE for Ridge on test set: 1.2330074738997608e-10
Training time for Ridge: 0.006097078323364258 seconds
Testing time for Ridge: 0.0004360675811767578 seconds

Optimal hidden layer sizes for Neural Network: (96, 67)
Optimal learning rate for Neural Network: 0.0064833264563866864
RMSE for Neural Network on test set: 0.3560055871907722
MAE for Neural Network on test set: 0.296348214103722
Training time for Neural Network: 0.799685001373291 seconds
Testing time for Neural Network: 0.006699085235595703 seconds

Modal Prediction¶

In [41]:
# from sklearn.linear_model import Ridge
# import pandas as pd

# # Best hyperparameters obtained from hyperparameter tuning
# best_ridge_hyperparameters = {'alpha': 0.0001}  # Replace with your actual best hyperparameters

# # Initialize and fit the Ridge Regression model with the best hyperparameters
# ridge_model = Ridge(alpha=best_ridge_hyperparameters['alpha'])

# # Training the Ridge model with your original dataset (assuming df is your original DataFrame)
# X = df.drop("Total", axis=1)
# y = df["Total"]
# ridge_model.fit(X, y)

# # Now, make predictions on the new data
# new_data = pd.DataFrame({
#     'Branch': [0],
#     'City': [2],
#     'Customer type': [0],
#     'Gender': [0],
#     'Product line': [3],
#     'Unit price': [74.69],
#     'Quantity': [7],
#     'Tax 5%': [26.1415],
#     'Payment': [2],
#     'cogs': [522.83],
#     'gross margin percentage': [4.761905],
#     'gross income': [26.1415],
#     'Rating': [9.1],
#     'Sentiment':[1]
# })

# sales_prediction = ridge_model.predict(new_data)

# # Display the predicted sales
# print("Predicted Sales:", sales_prediction)